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Let's Learn ICT Skills - Pupil's Book class 1 - MIE
by Mauritius Institute of EducationThe ICT skills textbook, developed by the Mauritius Institute of Education in 2021, serves as a foundational guide for students to grasp essential computer competencies. Covering fundamental topics including the structure of a computer system, mouse proficiency, word processing, internet navigation, and multimedia tool utilization, the textbook facilitates a well-rounded understanding of ICT concepts. Through a series of engaging activities and assessments, students are encouraged to identify computer components, practice mouse manipulation, typing, and effectively navigate online platforms. Supported by comprehensive resources such as teachers' manuals and practical exercises, the textbook aligns with the National Curriculum Framework for Nine Year Continuous Basic Education, ensuring a structured and holistic approach to ICT education.
Let's Learn ICT Skills - Pupil's Book class 2 - MIE
by Mauritius Institute of EducationThe ICT Skills Guide by the Mauritius Institute of Education serves as an invaluable resource for educators, aligning with the National Curriculum Framework. It comprehensively covers essential computer literacy topics such as safety measures, software proficiency, and fundamental internet usage. Each unit within the guide delineates clear learning objectives and offers a balanced blend of theoretical concepts and hands-on activities, complemented by corresponding content in the accompanying textbook. With built-in evaluations, educators can effectively gauge student comprehension and progress. This guide proves instrumental in fostering robust ICT competencies among learners, providing a cohesive and structured approach to skill development within the educational framework.
Let’s Learn Mathematics Part-2 - Pupil’s Book class 3 - MIE
by Mauritius Institute of EducationThe Grade 3 Mathematics Pupil’s Book Part 1 offers a comprehensive exploration of key mathematical concepts essential for third-grade students. It covers Geometry, introducing shapes, sides, vertices, patterns, tessellation, and activities integrating ICT tools like Ms Paint. Additionally, it delves into Graphs, teaching how to understand and create pictograms, count shapes, and interpret data using ICT tools. The book also focuses on Numbers, from 0 to 1000, emphasizing place value, number sequences, and exercises involving the abacus and number lines. Furthermore, it addresses Addition techniques, including adding numbers with and without carrying, solving word problems, and utilizing ICT for practice. Mass concepts, such as comparing weights and practical activities to grasp kilograms, are also covered. Emphasizing technology in learning, the book incorporates continuous assessment and profiling sections to monitor student progress effectively.
A Lie Someone Told You About Yourself
by Peter Ho DaviesA People 10 Best Books of the Year • A New York Times Notable Book of the Year • An Independent (UK) 20 Best Books of the Year"Wise, bracingly honest...A reassuring reality check...Exhilarating." —New York Times Book Review A heartbreaking, soul-baring novel about the repercussions of choice that &“will strike a resonant chord with parents everywhere,&” (starred Kirkus) from the award-winning author of The Welsh Girl and The FortunesA Lie Someone Told You About Yourself traces the complex consequences of one of the most personal yet public, intimate yet political experiences a family can have: to have a child, and conversely, the decision not to have a child. A first pregnancy is interrupted by test results at once catastrophic and uncertain. A second pregnancy ends in a fraught birth, a beloved child, the purgatory of further tests—and questions that reverberate down the years. When does sorrow turn to shame? When does love become labor? When does chance become choice? When does a diagnosis become destiny? And when does fact become fiction? This spare, graceful narrative chronicles the flux of parenthood, marriage, and the day-to-day practice of loving someone. As challenging as it is vulnerable, as furious as it is tender, as touching as it is darkly comic, Peter Ho Davies's new novel is an unprecedented depiction of fatherhood.&“There are some stories that require as much courage to write as they do art. Peter Ho Davies&’s achingly honest, searingly comic portrait of fatherhood is just such a story...The world needs more stories like this one, more of this kind of courage, more of this kind of love.&” —Sigrid Nunez, National Book Award-winning author of The Friend "There is nothing superfluous in these pages...A novel that...earns its place on the shelf alongside the frank and sometimes acerbic memoirs of Rachel Cusk and Anne Enright." —Claire Messud, Harper's
Lights Out in Lincolnwood: A Novel
by Geoff RodkeyA mordantly funny, all-too-real novel in the vein of Tom Perotta and Emma Straub about a suburban American family who have to figure out how to survive themselves and their neighbors in the wake of a global calamity that upends all of modern life.It’s Tuesday morning in Lincolnwood, New Jersey, and all four members of the Altman family are busy ignoring each other en route to work and school. Dan, a lawyer turned screenwriter, is preoccupied with satisfying his imperious TV producer boss’s creative demands. Seventeen-year-old daughter Chloe obsesses over her college application essay and the state tennis semifinals. Her vape-addicted little brother, Max, silently plots revenge against a thuggish freshman classmate. And their MBA-educated mom Jen, who gave up a successful business career to raise the kids, is counting the minutes until the others vacate the kitchen and she can pour her first vodka of the day. Then, as the kids begin their school day and Dan rides a commuter train into Manhattan, the world comes to a sudden, inexplicable stop. Lights, phones, laptops, cars, trains…the entire technological infrastructure of 21st-century society quits working. Normal life, as the Altmans and everyone else knew it, is over. Or is it? Over four transformative, chaotic days, this privileged but clueless American family will struggle to hold it together in the face of water shortages, paramilitary neighbors, and the well-mannered looting of the local Whole Foods as they try to figure out just what the hell is going on.
Lit from Within: Yoga, Teachings, and Practices to Illuminate Our Inner Lives
by Sarah PowersBuild an integrated, deeply personal practice to cultivate transformation, self-trust, and awakening with insights and techniques from beloved teacher Sarah Powers.More than just physical poses on a mat, yoga can be a profound path of self-realization. Lit from Within encourages readers to pursue yoga in its fullness, examining conscious and unconscious habits, connecting to our inner landscapes, and freeing us to relate to ourselves and our world with a sacred outlook. Sarah Powers helps readers relate to five levels of our human experience--physical, energetic, emotional, mental, and interpersonal. Each section offers an opportunity for self-inquiry and practices to fuel our growth, including yin yoga, meditation, emotional intelligence exercises like creating connection with an inner critic, and interpersonal dynamics drawn from the Internal Family Systems approach. Learning to recognize, reflect on, and at times re-direct these different levels of experience adds a vital dimension to the practice. The book draws on Sarah's many years of practice and teaching, influenced by the rich tapestries of yin yoga, Buddhism, Taoism, and psychology.In these challenging times, Lit from Within offers a path to health, wholeness, and connection--from the inside out.
The Little Book of History (DK Little Book of)
by DKJourney through time and explore more than 60 of the most important events in world history!See the past come to life in the most spectacular way! From the beginning of civilization to the modern world, discover the perfect pocket-sized introduction to human history.Inside the pages of this visual reference book, you&’ll find: • Bold illustrations and infographics that bring complex historical events to life • Clear, authoritative text that explains the underlying causes behind historical events, and how the events unfolded • A lightweight, compact format that makes it ideal for vacation reading • Entries that are truly international in scope Human history in your pocketFrom the birth of Athenian democracy to the launch of Sputnik and the Global Financial Crisis, this informative little book provides you with an overview of the most fascinating events in history that shaped our world as we know it! Get to know some of the most important thinkers and leaders throughout history such as Napoleon, Julius Caesar, and Nelson Mandela.Packed with infographics and flowcharts that explain complex concepts in a simple but exciting way, The Little Book of History is a modern twist on the good old-fashioned encyclopedia. It&’s perfect for holidaymakers looking to go beyond the standard beach read. Even more Little Books to discoverThe Little Book of History series uses a combination of creative typography, bold infographics, and clear text to explore every area of a subject. For the perfect introduction to politics and political thought throughout history, look out for The Little Book of Politics. More titles in this series include The Little Book of Economics and The Little Book of Philosophy.
The Little History of Devon
by Suze GardnerTraditionally, Devon was seen as unimportant because of its distance from London and its bad roads – lesser, it was thought, than the historical capital or culturally rich home counties.How wrong could non-Devonians have been? The county is all about its splendid prehistoric and historic remains, its myths, and its maritime legacy. That's not to forget the tenacious people who have lived there for thousands of years: wreckers, misbehaving clergymen, eccentrics and determined women who bucked the trends. From stories of early man right up to modern times and every period in-between, Devon (and this book) has it all.
Little Matches: A Memoir of Finding Light in the Dark
by Maryanne O'Hara“Gripping and true in all ways. This fine, affecting memoir will stay with me for a very long time.”—Meg Wolitzer, author of The Female Persuasion“In this vividly written memoir novelist O’Hara shares a painful but ultimately beautiful account of her daughter Caitlin’s life with cystic fibrosis. . . . Her compelling story will resonate with anyone seeking a light in the darkest depths of grief.”—Library JournalIn the vein of The Year of Magical Thinking and Beautiful Boy, an emotionally raw and inspiring memoir that illuminates a mother’s grief over the loss of her adult child and considers the hope of soulful connections that transcend the boundary of life and death.When their only child was diagnosed with cystic fibrosis (CF) at the age of two, Maryanne O’Hara and her husband were told that Caitlin could live a long life or be dead in a matter of months. Thirty-one years later, Caitlin lost her battle with this devastating disease following an excruciating two-year wait on the transplant list and a last-minute race to locate a pair of healthy lungs. The sudden spiral of events left Maryanne in an existential crisis, searching to find an answer to the eternal question: Why we are here? During her final years, Caitlin had become a source of wisdom and comfort for her mother—the partner with whom she shared a deep spiritual quest to understand what it meant to have a soul. After Caitlin’s passing, Maryanne began to notice signs—poignant, persistent synchronicities that seemed to lean toward proof of Caitlin’s enduring presence.Weaving together a series of interconnected meditations with illuminating glimpses of life rendered via text messages, e-mails, and journal entries, Little Matches is a profound reflection on life and death, motherhood, the pain of chronic uncertainty, and finding inspiration in the unexpected sparks that light our way through the darkness.
Live Free: Exceed Your Highest Expectations
by DeVon FranklinThe bestselling author returns with his biggest book yet in which he teaches us the secret to living a happier life: get rid of as many expectations as possible—of ourselves, our future, our relationships, our career and our family.Expectations are the secret software, running on the hardware of our minds, controlling our emotions, decisions, and actions. How? Think about your life. How much of the sadness you feel derives from what you think should have happened—than with what actually happened?Think about your career. How much of the discontent you feel comes from your belief about where you’d be at this point—than with the progress you’ve actually made?Think about your relationships. How much of your dissatisfaction with friends, family, significant others, or spouses has to do with your unspoken presumptions—than with the people themselves?Having so many expectations is distorting your perspective, decreasing your happiness and disrupting your joy. You can live a life of true freedom, greater peace and less stress: release as many expectations as possible.This, DeVon Franklin argues, is the secret to a better life now.In a culture obsessed with more, Live Free is a bold counterintuitive book that can start a cultural revolution, Franklin contends. Everyone struggles with unnecessary expectations. But once you learn to let go of them, you can set the stage for the life you’ve always wanted.
Live Your Life: My Story of Loving and Losing Nick Cordero
by Amanda Kloots Anna KlootsAmanda Kloots bravely reflects on love, loss, and life with her husband, Broadway star, and Tony Award nominee Nick Cordero, whose public battle with COVID-19 and tragic death made headlines around the world.In March 2020, Broadway star and Tony Award nominee Nick Cordero was hospitalized for what he and his wife, Amanda Kloots, believed to be a severe case of pneumonia. Entering the hospital, they had every reason to believe that Nick—a young father and otherwise healthy man—would return home. After an eventual diagnosis of COVID-19 that led to Nick’s being placed on a ventilator, Amanda took to documenting their journey on social media, showing the dangers COVID-19 posed to everyone, regardless of age. Her updates quickly captivated millions, inspiring people around the globe to dance each day to Nick’s song “Live Your Life” and offer positive thoughts and prayer. When he passed away after ninety-five grueling days in the ICU, the world grieved for Amanda, her infant son, Elvis, and the future COVID-19 had snatched away from them.Live Your Life is the story of Nick and Amanda’s life together—of their beautiful relationship, of Nick’s dramatic fight for survival, of those sudden tragic months that permanently changed her world and ours—and of their interrupted future as a family. From the confusing early days of his illness to searching for signs of hope in every update from the doctors to the healing sound of Elvis’s laughter, Amanda details how she approached even the most devastating moments with the personal optimism and faith that have shaped her life. Written with her sister Anna Kloots, who was with her every step of this journey, Live Your Life explores how Amanda’s willingness to accept help from an entire community of people—friends, family, and even total strangers—played a vital role in enduring this hardship. In the process, she offers a touching meditation on how even the worst times have silver linings that deepen our connections to the world around us and to the people who matter most. What emerges is an inspiring and unexpectedly uplifting message for life in the time of COVID, a vision of courage for anyone coping with overwhelming loss or the collective trauma of what the pandemic has taken from us. A poignant reflection on love, hope, motherhood, and the transformational power of music, Live Your Life is a love letter to Nick and a reminder that, sometimes, celebrating life today is the only path through tomorrow’s darkness.Live Your Life includes 16 pages of color photos exclusive to the book.
Living Memory (Star Trek: The Original Series)
by Christopher L. BennettAn all-new Star Trek movie-era adventure!While attempting to settle in as commandant of Starfleet Academy, Admiral James T. Kirk must suddenly contend with the controversial, turbulent integration of an alien warrior caste into the student body—and quickly becomes embroiled in conflict when the Academy controversy escalates to murder. Meanwhile, Captain Spock of the USS Enterprise and Commander Pavel Chekov of the USS Reliant are investigating a series of powerful cosmic storms seemingly targeting Federation worlds—unstoppable outbursts emitting from the very fabric of space. Endeavoring to predict where the lethal storms will strike next, Spock and Chekov make the shocking discovery that the answer lies in Commander Nyota Uhura&’s past—one that she no longer remembers….™, ®, & © 2021 CBS Studios, Inc. STAR TREK and related marks and logos are trademarks of CBS Studios, Inc. All Rights Reserved.
Logic, Computation and Rigorous Methods: Essays Dedicated to Egon Börger on the Occasion of His 75th Birthday (Lecture Notes in Computer Science #12750)
by Alexander Raschke Elvinia Riccobene Klaus-Dieter ScheweThis Festschrift was published in honor of Egon Börger on the occasion of his 75th birthday.It acknowledges Prof. Börger's inspiration as a scientist, author, mentor, and community organizer. Dedicated to a pioneer in the fields of logic and computer science, Egon Börger's research interests are unusual in scope, from programming languages to hardware architectures, software architectures, control systems, workflow and interaction patterns, business processes, web applications, and concurrent systems.The 18 invited contributions in this volume are by leading researchers in the areas of software engineering, programming languages, business information systems, and computer science logic.
The Lost (The Jonah Colley Thrillers)
by Simon BeckettA London detective makes a gruesome discovery that could solve the riddle of his son&’s disappearance in this crime thriller series debut. Det. Sgt. Jonah Colley of the Metropolitan firearms unit has been wracked with guilt for the past ten years, ever since his son went missing under his care. The tragedy broke up his marriage and left him estranged from his best friend, Det. Sgt. Gavin McKinney. But now Gavin calls him out of the blue. Desperate for help, he needs Jonah to meet him at Slaughter Quay. Jonah arrives to a horrifying crime scene where Gavin was brutally attacked and left for dead. As the only survivor, he is also a person of interest. But even while under suspicion himself, Jonah is determined to find out what happened. Uncovering a network of secrets and lies about the people he thought he knew, he&’s forced to question what really happened all those years ago. The Lost is the first book in the Jonah Colley thrillers by the award-winning, Sunday Times–bestselling author of the David Hunter series.
Lost in the Dark: A World History of Horror Film
by Brad WeismannTwo horror films were nominated for the Academy Award for Best Picture in 2018, and one of them—The Shape of Water—won. Since 1990, the production of horror films has risen exponentially worldwide, and in 2013, horror films earned an estimated $400 million in ticket sales. Horror has long been the most popular film genre, and more horror movies have been made than any other kind. We need them. We need to be scared, to test ourselves, laugh inappropriately, scream, and flinch. We need to get through them and come out, blinking, still in one piece. Lost in the Dark: A World History of Horror Film is a straightforward history written for the general reader and student that can serve as a comprehensive reference work. The volume provides a general introduction to the genre, serves as a guidebook to its film highlights, and celebrates its practitioners, trends, and stories. Starting with silent-era horror films and ending with 2020’s The Invisible Man, Lost in the Dark looks at decades of horror movies. Author Brad Weismann covers such topics as the roots of horror in literature and art, monster movies, B-movies, the destruction of the American censorship system, international horror, torture porn, zombies, horror comedies, horror in the new millennium, and critical reception of modern horror. A sweeping survey that doesn’t scrimp on details, Lost in the Dark is sure to satisfy both the curious and the completist.
Love Your Gut: Supercharge Your Digestive Health And Transform Your Well-being From The Inside Out
by Megan RossiSupport your immunity and fuel your metabolism with this revolutionary guide to gut health, including 50 fiber-packed recipes to nourish your microbiome—from the award-winning Gut Health Doctor (@TheGutHealthDoctor) and author of the forthcoming How to Eat More Plants Publisher’s Note: Love Your Gut was previously published in the UK under the title Eat Yourself Healthy. The path to health and happiness is inside you—literally. It’s your gut! When you eat well, you feed the helpful gut microbes that nourish your metabolism, your immunity, and even your mood. But your microbiome is as unique as you are, so how to eat well varies from person to person. There’s more to it than one-size-fits-all advice like “Take probiotics” and “Eat more fermented foods”—in Love Your Gut, Dr. Megan Rossi cuts through the noise. You’ll learn what your gut actually needs, how it works, and, most importantly, what to do when it’s not loving you back. Gauge your gut health with 11 interactive questionnaires: How happy is your microbiome? Could you have a hidden food intolerance? Are your fruit and veggie choices stuck in a rut? You’ll answer these questions and many more! Craft a personal action plan and treat common problems: Learn to manage IBS, bloating, constipation, heartburn, SIBO, and stress—with evidence-based diet strategies, gut-directed yoga flows, sleep hygiene protocols, bowel massage techniques, and more. Enjoy 50 plant-forward, fiber-filled recipes, including Banana, Fig, and Zucchini Breakfast Loaf, Sautéed Brussels Sprouts and Broccolini with Pesto and Wild Rice, Prebiotic Chocolate Bark, and more! Get ready to discover your happiest, healthiest self. Love your gut!
Low Country: A Memoir
by J. Nicole Jones"From horse thieves to hurricanes, from shattered Southern myths to fractured family ties, from Nashville to Myrtle Beach to Miami, Low Country is a lyrical, devastating, fiercely original memoir" of one family's changing fortunes in the Low Country of South Carolina (Justin Taylor, author of Riding with the Ghost).J. Nicole Jones is the only daughter of a prominent South Carolina family, a family that grew rich building the hotels and seafood restaurants that draw tourists to Myrtle Beach. But at home, she is surrounded by violence and capriciousness: a grandfather who beats his wife, a barman father who dreams of being a country music star. At one time, Jones's parents can barely afford groceries; at another, her volatile grandfather presents her with a fur coat.After a girlhood of extreme wealth and deep debt, of ghosts and folklore, of cruel men and unwanted spectacle, Jones finds herself face to face with an explosive possibility concerning her long-abused grandmother that she can neither speak nor shake. And through the lens of her own family's catastrophes and triumphs, Jones pays homage to the landscapes and legends of her childhood home, a region haunted by its history: Eliza Pinckney cultivates indigo, Blackbeard ransacks the coast, and the Gray Man paces the beach, warning of Hurricane Hazel.
The Lucky List
by Rachael LippincottRachael Lippincott, coauthor of #1 New York Times bestseller Five Feet Apart, weaves a &“breezy…truly charming&” (Kirkus Reviews) love story about learning who you are, and who you love, when the person you&’ve always shared yourself with is gone.Emily and her mom were always lucky. But Emily&’s mom&’s luck ran out three years ago when she succumbed to cancer, and nothing has felt right for Emily since.Now, the summer before her senior year, things are getting worse. Not only has Emily wrecked things with her boyfriend Matt, who her mom adored, but her dad is selling the house she grew up in and giving her mom&’s belongings away. Soon, she&’ll have no connections left to Mom but her lucky quarter. And with her best friend away for the summer and her other friends taking her ex&’s side, the only person she has to talk to about it is Blake, the swoony new girl she barely knows.But that&’s when Emily finds the list—her mom&’s senior year summer bucket list—buried in a box in the back of her closet. When Blake suggests that Emily take it on as a challenge, the pair set off on a journey to tick each box and help Emily face her fears before everything changes. As they go further down the list, Emily finally begins to feel close to her mom again, but her bond with Blake starts to deepen, too, into something she wasn&’t expecting. Suddenly Emily must face another fear: accepting the secret part of herself she never got a chance to share with the person who knew her best.
Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part III (Lecture Notes in Computer Science #12459)
by Frank Hutter Kristian Kersting Jefrey Lijffijt Isabel ValeraThe 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.The 232 full papers and 10 demo papers presented in this volume were carefully reviewed and selected for inclusion in the proceedings. The volumes are organized in topical sections as follows: Part I: Pattern Mining; clustering; privacy and fairness; (social) network analysis and computational social science; dimensionality reduction and autoencoders; domain adaptation; sketching, sampling, and binary projections; graphical models and causality; (spatio-) temporal data and recurrent neural networks; collaborative filtering and matrix completion. Part II: deep learning optimization and theory; active learning; adversarial learning; federated learning; Kernel methods and online learning; partial label learning; reinforcement learning; transfer and multi-task learning; Bayesian optimization and few-shot learning. Part III: Combinatorial optimization; large-scale optimization and differential privacy; boosting and ensemble methods; Bayesian methods; architecture of neural networks; graph neural networks; Gaussian processes; computer vision and image processing; natural language processing; bioinformatics. Part IV: applied data science: recommendation; applied data science: anomaly detection; applied data science: Web mining; applied data science: transportation; applied data science: activity recognition; applied data science: hardware and manufacturing; applied data science: spatiotemporal data. Part V: applied data science: social good; applied data science: healthcare; applied data science: e-commerce and finance; applied data science: computational social science; applied data science: sports; demo track.
Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part IV (Lecture Notes in Computer Science #12460)
by Yuxiao Dong Dunja Mladenić Craig SaundersThe 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.The 232 full papers and 10 demo papers presented in this volume were carefully reviewed and selected for inclusion in the proceedings. The volumes are organized in topical sections as follows: Part I: Pattern Mining; clustering; privacy and fairness; (social) network analysis and computational social science; dimensionality reduction and autoencoders; domain adaptation; sketching, sampling, and binary projections; graphical models and causality; (spatio-) temporal data and recurrent neural networks; collaborative filtering and matrix completion. Part II: deep learning optimization and theory; active learning; adversarial learning; federated learning; Kernel methods and online learning; partial label learning; reinforcement learning; transfer and multi-task learning; Bayesian optimization and few-shot learning. Part III: Combinatorial optimization; large-scale optimization and differential privacy; boosting and ensemble methods; Bayesian methods; architecture of neural networks; graph neural networks; Gaussian processes; computer vision and image processing; natural language processing; bioinformatics. Part IV: applied data science: recommendation; applied data science: anomaly detection; applied data science: Web mining; applied data science: transportation; applied data science: activity recognition; applied data science: hardware and manufacturing; applied data science: spatiotemporal data. Part V: applied data science: social good; applied data science: healthcare; applied data science: e-commerce and finance; applied data science: computational social science; applied data science: sports; demo track.
Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part II (Lecture Notes in Computer Science #12458)
by Frank Hutter Kristian Kersting Jefrey Lijffijt Isabel ValeraThe 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.The 232 full papers and 10 demo papers presented in this volume were carefully reviewed and selected for inclusion in the proceedings. The volumes are organized in topical sections as follows: Part I: Pattern Mining; clustering; privacy and fairness; (social) network analysis and computational social science; dimensionality reduction and autoencoders; domain adaptation; sketching, sampling, and binary projections; graphical models and causality; (spatio-) temporal data and recurrent neural networks; collaborative filtering and matrix completion. Part II: deep learning optimization and theory; active learning; adversarial learning; federated learning; Kernel methods and online learning; partial label learning; reinforcement learning; transfer and multi-task learning; Bayesian optimization and few-shot learning. Part III: Combinatorial optimization; large-scale optimization and differential privacy; boosting and ensemble methods; Bayesian methods; architecture of neural networks; graph neural networks; Gaussian processes; computer vision and image processing; natural language processing; bioinformatics. Part IV: applied data science: recommendation; applied data science: anomaly detection; applied data science: Web mining; applied data science: transportation; applied data science: activity recognition; applied data science: hardware and manufacturing; applied data science: spatiotemporal data. Part V: applied data science: social good; applied data science: healthcare; applied data science: e-commerce and finance; applied data science: computational social science; applied data science: sports; demo track.
Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part I (Lecture Notes in Computer Science #12457)
by Frank Hutter Kristian Kersting Jefrey Lijffijt Isabel ValeraThe 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.The 232 full papers and 10 demo papers presented in this volume were carefully reviewed and selected for inclusion in the proceedings. The volumes are organized in topical sections as follows: Part I: Pattern Mining; clustering; privacy and fairness; (social) network analysis and computational social science; dimensionality reduction and autoencoders; domain adaptation; sketching, sampling, and binary projections; graphical models and causality; (spatio-) temporal data and recurrent neural networks; collaborative filtering and matrix completion. Part II: deep learning optimization and theory; active learning; adversarial learning; federated learning; Kernel methods and online learning; partial label learning; reinforcement learning; transfer and multi-task learning; Bayesian optimization and few-shot learning. Part III: Combinatorial optimization; large-scale optimization and differential privacy; boosting and ensemble methods; Bayesian methods; architecture of neural networks; graph neural networks; Gaussian processes; computer vision and image processing; natural language processing; bioinformatics. Part IV: applied data science: recommendation; applied data science: anomaly detection; applied data science: Web mining; applied data science: transportation; applied data science: activity recognition; applied data science: hardware and manufacturing; applied data science: spatiotemporal data. Part V: applied data science: social good; applied data science: healthcare; applied data science: e-commerce and finance; applied data science: computational social science; applied data science: sports; demo track.
Machine Learning and Knowledge Discovery in Databases. Applied Data Science and Demo Track: European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part V (Lecture Notes in Computer Science #12461)
by Yuxiao Dong Georgiana Ifrim Dunja Mladenić Craig Saunders Sofie Van HoeckeThe 5-volume proceedings, LNAI 12457 until 12461 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2020, which was held during September 14-18, 2020. The conference was planned to take place in Ghent, Belgium, but had to change to an online format due to the COVID-19 pandemic.The 232 full papers and 10 demo papers presented in this volume were carefully reviewed and selected for inclusion in the proceedings. The volumes are organized in topical sections as follows: Part I: Pattern Mining; clustering; privacy and fairness; (social) network analysis and computational social science; dimensionality reduction and autoencoders; domain adaptation; sketching, sampling, and binary projections; graphical models and causality; (spatio-) temporal data and recurrent neural networks; collaborative filtering and matrix completion. Part II: deep learning optimization and theory; active learning; adversarial learning; federated learning; Kernel methods and online learning; partial label learning; reinforcement learning; transfer and multi-task learning; Bayesian optimization and few-shot learning. Part III: Combinatorial optimization; large-scale optimization and differential privacy; boosting and ensemble methods; Bayesian methods; architecture of neural networks; graph neural networks; Gaussian processes; computer vision and image processing; natural language processing; bioinformatics. Part IV: applied data science: recommendation; applied data science: anomaly detection; applied data science: Web mining; applied data science: transportation; applied data science: activity recognition; applied data science: hardware and manufacturing; applied data science: spatiotemporal data. Part V: applied data science: social good; applied data science: healthcare; applied data science: e-commerce and finance; applied data science: computational social science; applied data science: sports; demo track.
Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track: European Conference, ECML PKDD 2021, Bilbao, Spain, September 13–17, 2021, Proceedings, Part V (Lecture Notes in Computer Science #12979)
by Yuxiao Dong Nicolas Kourtellis Barbara Hammer Jose A. LozanoThe multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic. The 210 full papers presented in these proceedings were carefully reviewed and selected from a total of 869 submissions. The volumes are organized in topical sections as follows: Research Track: Part I: Online learning; reinforcement learning; time series, streams, and sequence models; transfer and multi-task learning; semi-supervised and few-shot learning; learning algorithms and applications. Part II: Generative models; algorithms and learning theory; graphs and networks; interpretation, explainability, transparency, safety. Part III: Generative models; search and optimization; supervised learning; text mining and natural language processing; image processing, computer vision and visual analytics. Applied Data Science Track: Part IV: Anomaly detection and malware; spatio-temporal data; e-commerce and finance; healthcare and medical applications (including Covid); mobility and transportation. Part V: Automating machine learning, optimization, and feature engineering; machine learning based simulations and knowledge discovery; recommender systems and behavior modeling; natural language processing; remote sensing, image and video processing; social media.
Machine Learning and Knowledge Discovery in Databases. Research Track: European Conference, ECML PKDD 2021, Bilbao, Spain, September 13–17, 2021, Proceedings, Part I (Lecture Notes in Computer Science #12975)
by Nuria Oliver Fernando Pérez-Cruz Stefan Kramer Jesse Read Jose A. LozanoThe multi-volume set LNAI 12975 until 12979 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2021, which was held during September 13-17, 2021. The conference was originally planned to take place in Bilbao, Spain, but changed to an online event due to the COVID-19 pandemic. The 210 full papers presented in these proceedings were carefully reviewed and selected from a total of 869 submissions. The volumes are organized in topical sections as follows: Research Track: Part I: Online learning; reinforcement learning; time series, streams, and sequence models; transfer and multi-task learning; semi-supervised and few-shot learning; learning algorithms and applications. Part II: Generative models; algorithms and learning theory; graphs and networks; interpretation, explainability, transparency, safety. Part III: Generative models; search and optimization; supervised learning; text mining and natural language processing; image processing, computer vision and visual analytics. Applied Data Science Track: Part IV: Anomaly detection and malware; spatio-temporal data; e-commerce and finance; healthcare and medical applications (including Covid); mobility and transportation. Part V: Automating machine learning, optimization, and feature engineering; machine learning based simulations and knowledge discovery; recommender systems and behavior modeling; natural language processing; remote sensing, image and video processing; social media.