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Accountable and Explainable Methods for Complex Reasoning over Text

by Pepa Atanasova

This thesis presents research that expands the collective knowledge in the areas of accountability and transparency of machine learning (ML) models developed for complex reasoning tasks over text. In particular, the presented results facilitate the analysis of the reasons behind the outputs of ML models and assist in detecting and correcting for potential harms. It presents two new methods for accountable ML models; advances the state of the art with methods generating textual explanations that are further improved to be fluent, easy to read, and to contain logically connected multi-chain arguments; and makes substantial contributions in the area of diagnostics for explainability approaches. All results are empirically tested on complex reasoning tasks over text, including fact checking, question answering, and natural language inference. This book is a revised version of the PhD dissertation written by the author to receive her PhD from the Faculty of Science, University ofCopenhagen, Denmark. In 2023, it won the Informatics Europe Best Dissertation Award, granted to the most outstanding European PhD thesis in the field of computer science.

Accountancy class 12 - Tamil Nadu Board

by Government Of Tamil Nadu

This Accountancy textbook is the source of knowledge to provide you with the basic understanding of Accountancy and to make use of your analytical ability to make you an excellent person in applying the accounting principles to real business situations through various activities given in the textbook. The book contains 14 units, within which the subdivisions and various student activities are given in an organised way to make learning easy, systematic and a pleasure.

Accounting: Tools For Business Decision Making

by Paul D. Kimmel Jerry J. Weygandt Jill E. Mitchell

Accounting: Tools for Business Decision Making by Paul Kimmel, Jerry Weygandt, and Jill Mitchell provides a practical introduction to financial and managerial accounting with a focus on how to use accounting information to make business decisions. Through significant course updates, the 8th Edition presents an active, hands-on approach to spark efficient and effective learning and develops the necessary skills to inspire and prepare students to be the accounting and business professionals of tomorrow. <P><P>To ensure maximum understanding, students work through integrated assessment at different levels of difficulty right at the point of learning. The course's varied assessment also presents homework and assessment within real-world contexts to help students understand the why and the how of accounting information and business application. <P><P>Throughout the course, students also work through various hands-on activities including Cookie Creations Cases, Expand Your Critical Thinking Questions, Excel Templates, and Analytics in Action problems, all within the accounting context. These applications all map to chapter material, making it easier for instructors to determine where and how to incorporate key skill development in their syllabus. <P><P>With Kimmel Accounting, students will understand the foundations of introductory accounting and develop the necessary tools for business decision-making, no matter what path they take.

Accounting

by Carl S. Warren Christine A. Jonick Jennifer S. Schneider

Develop a strong foundation in accounting that prepares you for future study and success in today's business world with Warren/Jonick/Schneider's leading ACCOUNTING, 28E and CNOWv2 digital resources. This edition connects accounting concepts to the "bigger picture" as chapter-opening schemas clearly demonstrate how each chapter's content fits within the overall framework of the book. The CNOWv2's Journal Entry Tool reinforces this approach by automatically illustrating the impact of transactions on the accounting equation. This book's hallmark presentation of the accounting cycle provides an unmatched foundation for understanding later chapters and future coursework. The authors have carefully streamlined content and improved learning features to ensure you have the understanding of today's accounting and specific tools you need to succeed.

Accounting, 26th Edition

by Carl S. Warren James M. Reeve Jonathan E. Duchac

Close the gap between homework and exam performance with Warren/Reeve/Duchac's ACCOUNTING 26E and CengageNOWv2! Market--leading ACCOUNTING has been on the forefront of innovation and change based on the needs of today's teaching and learning environment. Warren/Reeve/Duchac's ACCOUNTING 26E and CengageNOWv2 help elevate student thinking with content that addresses each stage of the learning process from motivation to mastery. This integrated system motivates students to learn, provides practice opportunities to better prepare for exams, and helps students achieve mastery with tools to help them make connections and see the big picture. The Complete Learning System in ACCOUNTING and CengageNOWv2 is built around the way students use textbooks and online resources to learn, study and complete homework, allowing them to achieve ultimate success in this course. New content includes author--written Dynamic Exhibits that allow students to see connections and relationships like never before! Dynamic Exhibits allow students to change the variables in a scenario and see how a change ripples through the accounting system, helping students understand how concepts relate to one another. In addition to the many new digital assets created for this edition, the textbook content itself has also been revised to include the new revenue recognition standard and a greater emphasis on service companies in the managerial accounting chapters. The end goal of Warren/Reeve/Duchac's ACCOUNTING and CengageNOWv2 is to elevate thinking and create more empowered and prepared students----ready to take on the rest of their educational and career goals.

Accounting and Finance for the NonFinancial Executive: An Integrated Resource Management Guide for the 21st Century

by null Jae K. Shim

Have you recently been promoted? Are you starting a new business? Do you suddenly find that you need to know more about finances than you ever expected, but have no time for formal training? If so, you need Accounting and Finance for the Non-Financial Executive. Whether you are a newly promoted middle manager or executive, a marketing manager of a

Accounting for Construction: Frameworks, Productivity, Cost and Performance

by Rick Best Jim Meikle

Accounting for Construction follows on from Measuring Construction, edited by the same team. It extends the coverage of some of the material in the first volume and expands the range of related topics to include, inter alia, shadow economies, accounting for informal construction and the treatment of the built environment sector in national accounts. Taken together, the two volumes collate a range of topics that are only addressed, if addressed at all, in occasional academic papers and the publications of bodies such as national statistical offices and the World Bank. Accounting for Construction presents international examples from the UK, Australia and New Zealand and from both academic and professional contributors. This book is essential reading for all researchers and professionals interested in construction economics, construction management, and anyone interested in how the construction industry affects the global economy in ways previously under-represented in the literature.

Accounting for Value

by Stephen Penman

Despite their skills and extensive training, many analysts fail to recognize the basics of good accounting and its deployment in valuation. By focusing on abstract concepts such as measurement basis, exit values, and entity concepts, they miss out on the benfits of a practical approach to valuation. While modern finance has advanced important concepts, including diversification and risk measurement, effective and efficient accounting merges these tools with fundamental analysis to divine a true account of value.Launching an innovative examination of equity valuation as a matter of accounting, Stephen Penman embraces the commonsense ideas of fundamentalists& mdash;good firms can be bad guys, the risk in investing is the risk of paying too much, ignore information at your own peril, beware of paying too much for growth& mdash;and combines them with the principles of modern finance to reestablish the parameters of good analysis. The result anchors the investor, guards against behavioral biases, and challenges speculation. Penman compares fair-value accounting and historical-cost accounting; describes the anchoring of cash flows, book value, and earnings; and details the failure of modern finance to correctly assess value. He concludes with fundamental strategies for accounting for value and a bold proposal for assessing the cost of capital. Altogether, Penman's text is an essential tool for interpreting the greatest financial challenges of our time: the stock market bubble of the 1990s, the credit crisis of 2008, and accounting in the wake of ongoing market instability.

Accounting Fraud: Bilanzmanipulationen praxisorientiert verstehen und mit Datenanalysen frühzeitig erkennen, aufklären und verhindern

by Carola Rinker Patrick Müller Frank Münker

Dieses Buch beschreibt, welche typischen Fälle von Bilanzmanipulationen auch im Alltag von Konzernen und KMUs vorkommen können, durch Mitarbeiter und Dienstleister. Das Bewusstsein für Accounting Fraud ist oft nicht vorhanden. In diesem Buch werden branchentypische Besonderheiten der Bilanz und GuV aufgegriffen. Die Autoren erläutern verschiedene Manipulationsarten und zeigen, wie diese aufgedeckt werden können. Zudem wird erklärt, welche Maßnahmen Unternehmen zur Früherkennung und Prävention ergreifen können, beispielsweise durch den Einsatz forensischer Datenanalyse. Dieses Buch veranschaulicht, wie wichtig es für Praktiker ist, sich dem Thema zu widmen, auch anhand von Praxisbeispielen.

ACCUPLACER®: Bob Miller's Math Prep (College Placement Test Preparation)

by Mr. Bob Miller

Get a Higher Math Score on the Accuplacer with REA’s NEW Bob Miller Test Prep! If you’re one of the millions of students attending community college this year, REA has the perfect Accuplacer test prep for you - Bob Miller’s Math for the Accuplacer. Written in a lively and unique format, Bob Miller’s Math for the Accuplacer is an excellent tool for students who have been recently admitted to college and who want to improve their math skills before taking the Accuplacer exam. The book explains math concepts in a lively, easy-to-grasp style. Each chapter includes numerous step-by-step examples and exercises. Detailed explanations of solutions help students understand and retain the material. Bob’s targeted review section covers all the math topics tested on the Accuplacer, including arithmetic (17 questions on the test), elementary algebra (12 questions on the test), and college-level math (20 questions on the test). To help you get the most out of your Accuplacer preparation, Bob has included four practice tests for each section – for a total of 12 exams. Our test-taking advice, study tips, and exam strategies will prepare you for exam day, ease your anxiety, and help you boost your score. Packed with Bob Miller’s engaging examples and practical advice, this book is a must for any student preparing for the Accuplacer! What is the Accuplacer? The Accuplacer exam is used to determine which math courses are appropriate for newly enrolled college students. It is popular in community colleges and both two- and four-year schools.

Accuplacer Test Prep Flash Cards: Arithmetic Review (Exambusters Accuplacer Workbook #1 of 3)

by Ace Inc.

600 questions and answers highlight essential arithmetic definitions, problems, and concepts. <P><P>Topics: Addition, Subtraction, Multiplication, and Division of Whole Numbers; Fractions and Decimals, Multiplication Tables, Word Problems, Percents, Measurement, Metric System, Square Roots and Powers, Real Numbers, Properties of Numbers <P> Exambusters Accuplacer Prep Workbooks provide comprehensive, fundamental Accuplacer review--one fact at a time--to prepare students to take practice Accuplacer tests. Each Accuplacer study guide focuses on one specific subject area covered on the Accuplacer exams. From 300 to 600 questions and answers, each volume in the Accuplacer series is a quick and easy, focused read. Reviewing Accuplacer flash cards is the first step toward more confident Accuplacer preparation and ultimately, higher Accuplacer exam scores!

Accuplacer Test Prep Flash Cards: Algebra Review (Exambusters Accuplacer Workbook #2 of 3)

by Ace Inc.

<P><P><i>Advisory: Bookshare has learned that this book offers only partial accessibility. We have kept it in the collection because it is useful for some of our members. Benetech is actively working on projects to improve accessibility issues such as these.</i><P><P> 450 questions and answers that highlight introductory algebra definitions, problems, and concepts. <P><P>Topics: Algebraic Concepts, Sets, Variables, Exponents, Properties of Numbers, Simple Equations, Signed Numbers, Monomials, Polynomials, Additive and Multiplicative Inverse, Word Problems, Prime Numbers, Factoring, Algebraic Fractions, Ratio and Proportion, Variation, Radicals, Quadratic Equations.<P> Exambusters Accuplacer Prep Workbooks provide comprehensive, fundamental Accuplacer review--one fact at a time--to prepare students to take practice Accuplacer tests. Each Accuplacer study guide focuses on one specific subject area covered on the Accuplacer exams. From 300 to 600 questions and answers, each volume in the Accuplacer series is a quick and easy, focused read. Reviewing Accuplacer flash cards is the first step toward more confident Accuplacer preparation and ultimately, higher Accuplacer exam scores!

Accuracy Verification Methods: Theory and Algorithms (Computational Methods in Applied Sciences #32)

by Pekka Neittaanmäki Olli Mali Sergey Repin

The importance of accuracy verification methods was understood at the very beginning of the development of numerical analysis. Recent decades have seen a rapid growth of results related to adaptive numerical methods and a posteriori estimates. However, in this important area there often exists a noticeable gap between mathematicians creating the theory and researchers developing applied algorithms that could be used in engineering and scientific computations for guaranteed and efficient error control. The goals of the book are to (1) give a transparent explanation of the underlying mathematical theory in a style accessible not only to advanced numerical analysts but also to engineers and students; (2) present detailed step-by-step algorithms that follow from a theory; (3) discuss their advantages and drawbacks, areas of applicability, give recommendations and examples.

Accurate Case Outcome Modeling: Entrepreneur Policy, Management, and Strategy Applications

by Arch G. Woodside

This volume advocates accurate case outcome prediction that does not rely on symmetric modeling. To that end, it provides theory construction and testing applications in several sub-disciplines of business and the social sciences to illustrate how to move away from symmetric theory construction. Each chapter constructs case outcome theory and includes empirical analysis of outcomes. Chapter 1 provides a foundation of symmetric variable directional-relationship theory construction and null hypothesis significance testing versus asymmetric case outcome theory construction and somewhat precise outcome testing, while Chapters 2–6 investigate these principles through a range of applications.This volume will be very useful to researchers and professionals in manufacturing, service, consulting, management, marketing, organizational studies, and more. It will also be an excellent resource for advanced statistics students in building and testing case outcome models. Data sets are included so that readers can replicate findings presented in each chapter, and grow to present and test additional theories.

Accurate Condensed-Phase Quantum Chemistry (Computation in Chemistry)

by Frederick R. Manby

The theoretical methods of quantum chemistry have matured to the point that accurate predictions can be made and experiments can be understood for a wide range of important gas-phase phenomena. A large part of this success can be attributed to the maturation of hierarchies of approximation, which allow one to approach very high accuracy, provided t

Achieve KS1 Maths Revision & Practice Questions (Achieve KS1 SATs Revision)

by Catherine Casey

A 64-page workbook with age appropriate revision guidance and practice questions. Covers everything Year 2 children need to master the Key Stage 1 National Tests

Achieve Mathematics SATs Practice Papers Year 6 (Achieve Key Stage 2 SATs Revision)

by Steph King Trevor Dixon Solvemaths Ltd

Achieve. Fun and focused SATs revision.Achieve the Expected Standard in mathematics, with the only fully updated revision series. Written in the style of the most recent Year 6 National Tests, this essential book is packed with full length tests papers, providing realistic practice to develop and perfect exam technique for the 2019 SATs and covers everything that could be tested while ensuring children have some fun while they learn.Our unique approach has been helping children and schools perform above national average for over 15 years. This full colour write-in book:- Builds children's ability to concentrate in a test situation - Familiarises children with the style and format of the SATs with exposure to all the question types that could be set- Identifies strengths and weaknesses to help guide revision and improve results- Saves teacher and parent preparation time with ready-made practice papers- Draws on expert analysis to ensure our content is just right For best results use alongside Achieve Mathematics SATs Revision The Expected Standard Year 6 and Achieve Mathematics SATs Question Workbook The Expected Standard Year 6

Achieve Mathematics SATs Question Workbook The Expected Standard Year 6 (Achieve Key Stage 2 SATs Revision)

by Steph King Solvemaths Ltd

Achieve. Fun and focused SATs revision.Achieve the Expected Standard in mathematics, with the only fully updated revision series. Written in the style of the most recent Year 6 National Tests, this indispensable workbook will help children gain familiarity with the style of questions which will appear in the 2019 tests and covers everything that could be tested while ensuring children have some fun while they learn.Our unique approach has been helping children and schools perform above national average for over 15 years. This full colour write-in workbook:- Focuses practice on the areas of the curriculum needed to reach the expected standard- Builds exam confidence with questions and terminology that mirror the SATs- Provides clear explanations, top tips and digestible content -making it perfect for use in school or at home- Draws on expert analysis to ensure our content is just right Perfect for use alongside Achieve Mathematics SATs Revision The Expected Standard Year 6 and Achieve Mathematics SATs Practice Papers Year 6

Achieve Mathematics SATs Question Workbook The Higher Score Year 6 (Achieve Key Stage 2 SATs Revision)

by Steph King Solvemaths Ltd

Achieve. Fun and focused SATs revision.Achieve the Higher Score in mathematics, with the only fully updated revision series. Written in the style of the most recent Year 6 National Tests, this indispensable workbook will help more able children gain familiarity with the style of the more demanding areas of the 2019 national tests and covers everything that could be tested while ensuring children have some fun while they learn.Our unique approach has been helping children and schools perform above national average for over 15 years. This full colour write-in workbook:- Focuses practice on the areas of the curriculum needed to reach the higher score- Increases exam confidence with questions and terminology that mirror the SATs- Clearly shows children what examiners are looking for when marking extended questions- Draws on expert analysis to ensure our content is just right Perfect for use alongside Achieve Mathematics SATs Revision The Higher Score Year 6 and Achieve Mathematics SATs Practice Papers Year 6

Achieve Mathematics SATs Revision The Expected Standard Year 6 (Achieve Key Stage 2 SATs Revision)

by Trevor Dixon Solvemaths Ltd

Achieve. Fun and focused SATs revision.Achieve the Expected Standard in mathematics, with the only fully updated revision series. This book teaches children exactly how to tackle SATs questions (even the tricky ones) with confidence to get their best result. This book covers everything that could be tested while ensuring children have some fun while they learn.Our unique approach has been helping children and schools perform above national average for over 15 years. Children are guided step-by-step through all question types and easy-to-digest content is presented in a simple to follow format. Clear explanations and lots of practice make it the perfect revision range for use in school and at home. This revision book:- Teaches children how to tackle SATs questions ...and get them right!- Focuses revision for the greatest impact on final marks- Draws on expert analysis to ensure our content is just right - Provides full guidance by topic, and includes important facts, keywords, SATs terminology, tips and example practice questions - Offers digestible content and lots of opportunities to practise, making it perfect for use in school or at home For best results use alongside Achieve Mathematics SATs Question Workbook The Expected Standard Year 6 and Achieve Mathematics SATs Practice Papers

Achieve Mathematics SATs Revision The Higher Score Year 6 (Achieve Key Stage 2 SATs Revision)

by Trevor Dixon Solvemaths Ltd

Achieve. Fun and focused SATs revision.Achieve the Higher Score in mathematics, with the only fully updated revision series. This book teaches children exactly how to tackle the more demanding SATs questions with confidence to get their best result. For use with more able children, this book covers everything that could be tested and provides additional challenge while ensuring children have some fun while they learn.Our unique approach has been helping children and schools perform above national average for over 15 years. Children are guided step-by-step through all question types and easy-to-digest content is presented in a simple to follow format. Clear explanations and lots of practice make it the perfect revision range for use in school and at home. This revision book:- Focuses revision on the key information children need to reach the higher score- Shows children how to get full marks on extended questions- Teaches children how to answer test questions thoughtfully and appropriately- Offers digestible content and lots of opportunities to practise,making it perfect for use in school or at homeFor best results use alongside Achieve Mathematics SATs Question Workbook The Higher Score and Achieve Mathematics SATs Practice Papers

Achieving Fluency: Special Education And Mathematics

by Francis M. Fennell National Council of Teachers of Mathematics Staff

Presents the understandings that all teachers need to play a role in the education of students who struggle: those with disabilities and those who simply lack essential foundational knowledge. This book serves teachers and supervisors by sharing increasingly intensive instructional interventions for struggling students on essential topics aligned with NCTM's Curriculum Focal Points, the new Common Core State Standards for Mathematics, and the practices and processes that overlap the content. These approaches are useful for both overcoming ineffective approaches and implementing preventive approaches.

Achieving TABE Success In Mathematics Level D

by Contemporary McGraw-Hill Education Staff

The Achieving TABE Success family is designed to provide complete skill preparation and practice for TABE 9&10, encompassing Reading, Mathematics and Language, for levels E, M, D and A. This series of books will help students achieve NRA gain through targeted instruction that specifically addresses TABE 9&10 skills. Achieving TABE Success . . . workbooks contain the following features: TABE 9&10 Correlation Charts Each text contains a TABE 9&10 Correlation Chart that links each question to targeted skill lessons, enabling instructors and students to build a personalized study plan based on skill level strengths and weaknesses. Pre-tests and Post-tests Each workbook begins with a pre-test and a skills correlation chart to help diagnose strengths and weaknesses and determine TABE readiness. The format of each pre- and post-test matches that of the actual TABE test. Targeted TABE Skill Lessons Each lesson specifically targets a TABE skill. Students work with the innovative lesson format that provides step-by-step instruction to help insure success. The Mathematics lessons offer plenty of instruction and practice to help master each TABE skill. Unit Reviews and Math Glossary Unit reviews are divided into two parts: Review, which summarizes unit content, and Assessment, to determine student understanding. Mathematics texts contain a Glossary of Common Terms to help students with the language of math. Text/TABE Level Content Level Level E 2. 0 - 3. 9 Level M 4. 0 - 5. 9 Level D 6. 0 - 8. 9 Level A 9. 0 - 12. 9

Achieving Tabe Success In Mathematics Level E

by Contemporary McGraw-Hill Education Staff

The Achieving TABE Success family is designed to provide complete skill preparation and practice for TABE 9&10, encompassing Reading, Mathematics and Language, for levels E, M, D and A. This series of books will help students achieve NRA gain through targeted instruction that specifically addresses TABE 9&10 skills. Achieving TABE Success . . . workbooks contain the following features: TABE 9&10 Correlation Charts Each text contains a TABE 9&10 Correlation Chart that links each question to targeted skill lessons, enabling instructors and students to build a personalized study plan based on skill level strengths and weaknesses. Pre-tests and Post-tests Each workbook begins with a pre-test and a skills correlation chart to help diagnose strengths and weaknesses and determine TABE readiness. The format of each pre- and post-test matches that of the actual TABE test. Targeted TABE Skill Lessons Each lesson specifically targets a TABE skill. Students work with the innovative lesson format that provides step-by-step instruction to help insure success. The Mathematics lessons offer plenty of instruction and practice to help master each TABE skill. In the Reading and Language workbooks, the lessons are divided into four parts for a graduated approach to learning: Introduce clearly defines, explains, and illustrates the skill, and includes examples. Practice presents work related to the skill just introduced. Apply reinforces the skill through activities and exercises. Check Up evaluates student comprehension. Unit Reviews and Math Glossary Unit reviews are divided into two parts: Review, which summarizes unit content, and Assessment, to determine student understanding. Mathematics texts contain a Glossary of Common Terms to help students with the language of math. Text/TABE Level Content Level Level E 2. 0 - 3. 9 Level M 4. 0 - 5. 9 Level D 6. 0 - 8. 9 Level A 9. 0 - 12. 9

Achieving TABE Success In Mathematics, TABE 9 And 10 Level M

by Contemporary Mcgraw-Hill Education Firm Staff

The Achieving TABE Success family is designed to provide complete skill preparation and practice for TABE 9&10, encompassing Reading, Mathematics and Language, for levels E, M, D and A. This series of books will help students achieve NRA gain through targeted instruction that specifically addresses TABE 9&10 skills. Achieving TABE Success . . . workbooks contain the following features: TABE 9&10 Correlation Charts Each text contains a TABE 9&10 Correlation Chart that links each question to targeted skill lessons, enabling instructors and students to build a personalized study plan based on skill level strengths and weaknesses. Pre-tests and Post-tests Each workbook begins with a pre-test and a skills correlation chart to help diagnose strengths and weaknesses and determine TABE readiness. The format of each pre- and post-test matches that of the actual TABE test. Targeted TABE Skill Lessons Each lesson specifically targets a TABE skill. Students work with the innovative lesson format that provides step-by-step instruction to help insure success. The Mathematics lessons offer plenty of instruction and practice to help master each TABE skill. In the Reading and Language workbooks, the lessons are divided into four parts for a graduated approach to learning: Introduce clearly defines, explains, and illustrates the skill, and includes examples. Practice presents work related to the skill just introduced. Apply reinforces the skill through activities and exercises. Check Up evaluates student comprehension. Unit Reviews and Math Glossary Unit reviews are divided into two parts: Review, which summarizes unit content, and Assessment, to determine student understanding. Mathematics texts contain a Glossary of Common Terms to help students with the language of math. Text/TABE Level Content Level Level E 2. 0 - 3. 9 Level M 4. 0 - 5. 9 Level D 6. 0 - 8. 9 Level A 9. 0 - 12. 9

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