Data Analytics Peningkatan Performa Algoritma Rekomendasi Collaborative Filtering Menggunakan K Means Clustering
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Data Analytics Peningkatan Performa Algoritma Rekomendasi Collaborative Filtering Menggunakan K Means Clustering
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Author : Rojasqi Fadilla
language : id
Publisher: Kreatif
Release Date : 2020-09-23
Data Analytics Peningkatan Performa Algoritma Rekomendasi Collaborative Filtering Menggunakan K Means Clustering written by Rojasqi Fadilla and has been published by Kreatif this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-23 with Computers categories.
Sistem rekomendasi memainkan peran sangat penting dalam bidang pemasaran di era internet, dan Collaborative Filtering (CF), sebagai metode/algoritma rekomendasi yang populer dan powerfull, telah menjadi perhatian luas dalam berbagai platform aplikasi. Tetapi masalah yang sering di temui dalam sistem rekomendasi ialah spartisy data, sehingga dengan begitu performa/kinerja dari CF menurun. Buku ini berisi penelitian tentang bagaiman mengatasi masalah tersebut dengan pengujian untuk meningkatkan kinerja CF dengan menggabungkan metode Clustering menggunakan K-Means untuk mereduksi di mensi data serta pemilihan kluster yang optimal di pilih menggunakan metode elbow. Penulis berharap dengan terbitnya buku ini dapat memberikan manfaat yang besar bagi pembaca yang sedang membutuhkan.
Introduction To Information Retrieval
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Author : Christopher D. Manning
language : en
Publisher: Cambridge University Press
Release Date : 2008-07-07
Introduction To Information Retrieval written by Christopher D. Manning and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-07-07 with Computers categories.
Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Slides and additional exercises (with solutions for lecturers) are also available through the book's supporting website to help course instructors prepare their lectures.
Introduction To Data Mining
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Author : Pang-Ning Tan
language : en
Publisher:
Release Date : 2014
Introduction To Data Mining written by Pang-Ning Tan and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014 with Data mining categories.
Introduction to Data Mining presents fundamental concepts and algorithms for those learning data mining for the first time. Each concept is explored thoroughly and supported with numerous examples. The text requires only a modest background in mathematics. Each major topic is organized into two chapters, beginning with basic concepts that provide necessary background for understanding each data mining technique, followed by more advanced concepts and algorithms. Quotes This book provides a comprehensive coverage of important data mining techniques. Numerous examples are provided to lucidly illustrate the key concepts.
Social Media Mining
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Author : Reza Zafarani
language : en
Publisher: Cambridge University Press
Release Date : 2014-04-28
Social Media Mining written by Reza Zafarani and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-04-28 with Computers categories.
Integrates social media, social network analysis, and data mining to provide an understanding of the potentials of social media mining.
English Syntax
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Author : Jong-Bok Kim
language : en
Publisher: Center for the Study of Language and Information Publica Tion
Release Date : 2008
English Syntax written by Jong-Bok Kim and has been published by Center for the Study of Language and Information Publica Tion this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Language Arts & Disciplines categories.
"Focusing on the descriptive facts of English, this volume provides a systematic introduction to English syntax for students with no prior knowledge of English grammar or syntactic analysis. English Syntax aims to help students appreciate the various sentence patterns available in the language, understand insights into core data of its syntax, develop analytic abilities to further explore the patterns of English, and learn precise ways of formalizing syntactic analysis for a variety of English data and major constructions such as agreement, raising and control, the auxiliary system, passive, wh- questions, relative clauses, extrapolation, and clefts"--Publisher's description.
Predictive Analytics And Data Mining
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Author : Vijay Kotu
language : en
Publisher: Morgan Kaufmann
Release Date : 2014-11-27
Predictive Analytics And Data Mining written by Vijay Kotu and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-11-27 with Computers categories.
Put Predictive Analytics into ActionLearn the basics of Predictive Analysis and Data Mining through an easy to understand conceptual framework and immediately practice the concepts learned using the open source RapidMiner tool. Whether you are brand new to Data Mining or working on your tenth project, this book will show you how to analyze data, uncover hidden patterns and relationships to aid important decisions and predictions. Data Mining has become an essential tool for any enterprise that collects, stores and processes data as part of its operations. This book is ideal for business users, data analysts, business analysts, business intelligence and data warehousing professionals and for anyone who wants to learn Data Mining.You’ll be able to:1. Gain the necessary knowledge of different data mining techniques, so that you can select the right technique for a given data problem and create a general purpose analytics process.2. Get up and running fast with more than two dozen commonly used powerful algorithms for predictive analytics using practical use cases.3. Implement a simple step-by-step process for predicting an outcome or discovering hidden relationships from the data using RapidMiner, an open source GUI based data mining tool Predictive analytics and Data Mining techniques covered: Exploratory Data Analysis, Visualization, Decision trees, Rule induction, k-Nearest Neighbors, Naïve Bayesian, Artificial Neural Networks, Support Vector machines, Ensemble models, Bagging, Boosting, Random Forests, Linear regression, Logistic regression, Association analysis using Apriori and FP Growth, K-Means clustering, Density based clustering, Self Organizing Maps, Text Mining, Time series forecasting, Anomaly detection and Feature selection. Implementation files can be downloaded from the book companion site at www.LearnPredictiveAnalytics.com Demystifies data mining concepts with easy to understand language Shows how to get up and running fast with 20 commonly used powerful techniques for predictive analysis Explains the process of using open source RapidMiner tools Discusses a simple 5 step process for implementing algorithms that can be used for performing predictive analytics Includes practical use cases and examples
Indexing And Abstracting In Theory And Practice
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Author : F. W. Lancaster
language : en
Publisher:
Release Date : 2015-01-04
Indexing And Abstracting In Theory And Practice written by F. W. Lancaster and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-01-04 with categories.
Artificial Intelligence And Internet Of Things
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Author : Lalit Mohan Goyal
language : en
Publisher:
Release Date : 2024-10-04
Artificial Intelligence And Internet Of Things written by Lalit Mohan Goyal and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-04 with Computers categories.
This book reveals the applications of AI and IoT in smart healthcare and medical systems. It provides core principles, algorithms, protocols, emerging trends, security problems, and the latest e-healthcare services findings. The book also provides case studies and discusses how AI and IoT applications such as wireless devices, sensors, and deep learning could play a major role in assisting patients, doctors, and pharmaceutical staff. It focuses on how to use AI and IoT to keep patients safe and healthy and, at the same time, empower physicians to deliver superlative care. This book is written for researchers and practitioners working in the information technology, computer science, and medical equipment manufacturing industry for products and services having basic- and high-level AI and IoT applications. The book is also a useful guide for academic researchers and students.
Theory Of Adoption
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Author : Durvasula Srirama Sastri
language : en
Publisher:
Release Date : 1909
Theory Of Adoption written by Durvasula Srirama Sastri and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1909 with Adoption (Hindu law) categories.
2020 2nd International Conference On Cybernetics And Intelligent System Icoris
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Author : IEEE Staff
language : en
Publisher:
Release Date : 2020-10-27
2020 2nd International Conference On Cybernetics And Intelligent System Icoris written by IEEE Staff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-27 with categories.
The scope of this conference includes the latest research on computer science, computer networks, information systems and general topic information technology