Discover New Methods for Dealing with High-Dimensional DataA sparse statistical model has only a small number of nonzero parameters or weights; therefore, it is much easier to estimate and interpret than a dense model. Statistical Learning with Sparsity: The Lasso and Generalizations presents methods that exploit sparsity to help recover the underlying signal in a set of data.Top experts in this rapidly evolving field, the authors describe the lasso for linear regression and a simple coordinate descent algorithm for its computation. They discuss the application of l1 penalties to generalized linear models and support vector machines, cover generalized penalties such as the elastic net and group lasso, and review numerical methods for optimization. They also present statistical inference methods for fitted (lasso) models, including the bootstrap, Bayesian methods, and recently developed approaches. In addition, the book examines matrix decomposition, sparse multivariate analysis, graphical models, and compressed sensing. It concludes with a survey of theoretical results for the lasso.In this age of big data, the number of features measured on a person or object can be large and might be larger than the number of observations. This book shows how the sparsity assumption allows us to tackle these problems and extract useful and reproducible patterns from big datasets. Data analysts, computer scientists, and theorists will appreciate this thorough and up-to-date treatment of sparse statistical modeling.
Your sense of smell is a fundamental part of life as most of us know it.So what happens when it disappears? When Paola Totaro lost her sense of smell to Covid in March 2020, she found herself trapped in a sensory vacuum. In a quest for answers, she embarked on a journey of discovery to unravel the mysteries -and eccentricities - of the fifth sense. From the theories of ancient philosophers to the cutting-edge laboratories of 21st-century neuroscience, On the Scent explores the mysteries of our ʻCinderellaʼ sense. It offers a unique glimpse into the world of those born without smell as well as those who lose it; exploring how smell can be a key indicator of declining physical health; and offering up the latest research that can offer hope to the millions of people worldwide who have suffered sensory loss. "Enthralling, moving, and elegantly written."-Peter Godfrey-Smith, author of Other Minds "An engaging read . . . packed with insights and observations that bring this topic to life for everyone."-Professor Barry Smith, Centre for the Study of the Senses "Destined to be a bible for anyone who has lost their sense of smell."-Chrissi Kelly, AbScent"This book will profoundly change the way you think about your ability to smell and how its loss affects our lives."-Fiona Fox, Director of the Science and Media Centre and author of Beyond the Hype
In the novel's Preface, the Author states: "In a few short words, the content of the book is this: A boy dedicates himself to the clerical profession with the fire of childlike enthusiasm, the youth goes astray in his profession, and the man, 'because not all flowering dreams ripened, ' has the notion of giving it up and 'fleeing to the desert.' Yet Heaven has decided otherwise. With resignation he comes back to himself and begins again to believe in his calling. Besides this, everything which is presented in the book belongs partly to the characteristics of the hero appearing in it, partly to the characteristics of our time chiefly with regard to religious, ecclesiastical, and especially clerical matters."
Julie, a single mother, and her daughter Karen, are trying to move on after the loss of Julie's soulmate Kmyviks. Kmyviks was an alien who was a criminal on his home planet. He was exiled to Earth for one year until his sentence could be executed. While on Earth he fell in love with Julie and they had an incredible romance. After Kmyviks was taken back to his home planet, Julie discovered she was pregnant with his child. 'Robert' is the story of how Julie and Karen struggled to raise a child who was half alien. Robert quickly discovers he is not like the other children and struggles in a world where he is clearly superior. After awhile, Robert senses a connection with his father whom he has never met. Could Kmyviks still be alive?
Archer's Dynasty1. Delmar2. Peter3. Robert4. William5. Sherman6. DarrelElizabeth Monroe moved from Chicago to a small town in Ohio to live with her grandda, Bingo. He owned the construction company updating Peter's house. Elizabeth was helping out until she could take her medical boards to transfer her license to Ohio.Robert Archer was bored with being an attorney and wanted to try his hand at construction. He had an eye for detail and wanted to help his brother, Peter, out. Robert was focusing so hard on the tile job that when Elizabeth suddenly spoke out of seemingly nowhere, he was startled and fell, hitting his head hard on the tub.Elizabeth went immediately into doctor mode to save Robert. With his head bandaged and his eyes covered, Robert only knew her by the sound of her voice and her surly attitude. Surly or not, Robert was intrigued and falling quickly for the new doctor.
Andr Gide se voit adresser une r ponse pistolaire par Robert X - le mari de la d funt veline X qui fit publier de mani re posthume son journal intime, sous le titre L' cole des femmes, par les soins de sa fille -, qui demande l' crivain de publier son droit de r ponse la suite du d voilement de sa vie de couple par son pouse. Robert, tout la fois scandalis par l'action de sa femme et plus encore de sa fille, pr sente sa version de l' volution de son mariage o il transpara t que son amour, toujours intact d'une certaine mani re pour veline, s'est heurt avec le caract re de plus en plus libre-penseur de sa femme qui s' loignait du mod le bourgeois et profond ment catholique dans lequel il voulait contraindre son m nage. Selon lui, sa femme n'a pas support de le voir tel qu'en lui-m me, s'attachant avant tout l'image id alis e qu'elle se faisait de lui, et sous l'influence de personnes sans morale religieuse a fini par le lui reprocher.
Das fiktive Dokudrama "Robert" ist ein Versuch, die Geschehnisse des Badeunfalls meines Bruders in Erinnerung zu rufen und dadurch sein Ged chtnis zu bewahren. Die erz hlerische Dokumentation will eintauchen in das kurze Leben Roberts (1937-1944), in die damalige Zeit (Drittes Reich) und damit auch in das furchtbare Kriegsjahr 1944, in dem sich der Badeunfall ereignet hatte. Mit den sp rlich vorhandenen Fakten soll der nicht restlos aufgekl rte Ertrinkungstod des Bruders aufge- und verarbeitet werden.
Zwischen Kriegswirren, Machtgier und Intrigen am k niglichen Hof begegnet Thronfolger, David von Tungston, seiner geliebten Anabel und erlebt mit ihr eine tiefe Seelenverwandtschaft, die sie auf unbeschreibliche Weise miteinander verbindet. Als er auf Robert trifft, wei er die Faszination, die dieser auf ihn aus bt, nicht zu deuten und ger t zunehmend in dessen Bann, ohne zu ahnen, dass er durch ihn in einen machtpolitischen Interessenkonflikt verwickelt wird. Erst als David erkennt, dass die Krone in Gefahr ist, trifft er eine folgenschwere Entscheidung.
Lestadiolaisuuden historiaan on kuulunut monia v rikk it persoonia, joiden tarina on painunut vuosien saatossa unohduksiin. Yksi heist on tamperelainen suutari Robert Gr nfors (1851-1934), jonka vaiherikas el m kietoutuu niin Tampereen kenk teollisuuden varhaisvaiheisiin kuin kaupungin kehitykseen ja kaupunkilaisten el m n erityisesti 1800-luvun j lkipuoliskolla. H nelle itselleen merkitt vimm ksi muodostui side esikoislestadiolaiseen her tysliikkeeseen, mink ansiosta h nen tarinansa ei painunut unohduksiin, vaan s ilyi meid n p iviimme asti. T m julkaisu kertoo Robertin el m ntarinan niilt osin kuin se on t ll hetkell kohtuullisella ty m r ll selvitett viss . Sis lt jakautuu suunnilleen puoliksi Tampereen kaupungin ja lestadiolaisuuden historiaan liittyvien teemojen v lille. Teoksen liitteen ovat meid n p iviimme s ilyneet Robert Gr nforsin omat kirjoitukset, jotka omalla tavallaan valottavat h nen persoonaansa ja aikaa, jona h n eli.
The most authoritative, comprehensive, perceptive biography of R. L. Stevenson to date, using for the first time his collected correspondence â?? which has been unavailable to all previous writers.
Robert Plant is one of the few genuine living rock legends. Frontman of Led Zeppelin, musical innovator and seller of millions of records, Plant has had a profound influence on music for over four decades. But the full account of his life has barely been told â?¦ until now.
One of the most popular series ever published for young Americans, these classics of childhood have been praised alike by parents, teachers, and librarians. These lively, inspiring, believing biographies sweep today's young readers right into history.
A user-friendly guide to parliamentary procedure explains how to run a meeting effectively, outlining basic rules in straightforward language while providing complementary sample dialogues and coverage of electronic meetings and Internet usage. Reprint. 40,000 first printing.