FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4289236186> ?p ?o ?g. }

• W4289236186 endingPage "45" @default.
• W4289236186 startingPage "1" @default.
• W4289236186 abstract "Feature selection, as a data preprocessing strategy, has been proven to be effective and efficient in preparing data (especially high-dimensional data) for various data mining and machine learning problems. The objectives of feature selection include: building simpler and more comprehensible models, improving data mining performance, and preparing clean, understandable data. The recent proliferation of big data has presented some substantial challenges and opportunities to feature selection. In this survey, we provide a comprehensive and structured overview of recent advances in feature selection research. Motivated by current challenges and opportunities in the era of big data, we revisit feature selection research from a data perspective and review representative feature selection algorithms for conventional data, structured data, heterogeneous data and streaming data. Methodologically, to emphasize the differences and similarities of most existing feature selection algorithms for conventional data, we categorize them into four main groups: similarity based, information theoretical based, sparse learning based and statistical based methods. To facilitate and promote the research in this community, we also present an open-source feature selection repository that consists of most of the popular feature selection algorithms (url{http://featureselection.asu.edu/}). Also, we use it as an example to show how to evaluate feature selection algorithms. At the end of the survey, we present a discussion about some open problems and challenges that require more attention in future research." @default.
• W4289236186 created "2022-08-01" @default.
• W4289236186 creator A5002709735 @default.
• W4289236186 creator A5011048500 @default.
• W4289236186 creator A5013881064 @default.
• W4289236186 creator A5022346427 @default.
• W4289236186 creator A5040639891 @default.
• W4289236186 creator A5053337874 @default.
• W4289236186 creator A5061243456 @default.
• W4289236186 date "2017-12-06" @default.
• W4289236186 modified "2023-10-17" @default.
• W4289236186 title "Feature Selection" @default.
• W4289236186 cites W1500895378 @default.
• W4289236186 cites W1523989055 @default.
• W4289236186 cites W1525878169 @default.
• W4289236186 cites W1580817707 @default.
• W4289236186 cites W1607408214 @default.
• W4289236186 cites W1927170233 @default.
• W4289236186 cites W1966472199 @default.
• W4289236186 cites W1968160919 @default.
• W4289236186 cites W1970554427 @default.
• W4289236186 cites W1973714356 @default.
• W4289236186 cites W1983150145 @default.
• W4289236186 cites W1993528080 @default.
• W4289236186 cites W1994252348 @default.
• W4289236186 cites W1995515386 @default.
• W4289236186 cites W1998029376 @default.
• W4289236186 cites W1998396170 @default.
• W4289236186 cites W2017337590 @default.
• W4289236186 cites W2020652789 @default.
• W4289236186 cites W2025158524 @default.
• W4289236186 cites W2038894244 @default.
• W4289236186 cites W2043772506 @default.
• W4289236186 cites W2044098745 @default.
• W4289236186 cites W2046253692 @default.
• W4289236186 cites W2047092297 @default.
• W4289236186 cites W2053090063 @default.
• W4289236186 cites W2058414375 @default.
• W4289236186 cites W2064342429 @default.
• W4289236186 cites W2071949631 @default.
• W4289236186 cites W2073161435 @default.
• W4289236186 cites W2084376194 @default.
• W4289236186 cites W2084549025 @default.
• W4289236186 cites W2088068024 @default.
• W4289236186 cites W2106398669 @default.
• W4289236186 cites W2107372416 @default.
• W4289236186 cites W2107569009 @default.
• W4289236186 cites W2107969104 @default.
• W4289236186 cites W2109306884 @default.
• W4289236186 cites W2117004913 @default.
• W4289236186 cites W2119387367 @default.
• W4289236186 cites W2121947440 @default.
• W4289236186 cites W2127137551 @default.
• W4289236186 cites W2128507168 @default.
• W4289236186 cites W2128873747 @default.
• W4289236186 cites W2129793592 @default.
• W4289236186 cites W2130354913 @default.
• W4289236186 cites W2131101925 @default.
• W4289236186 cites W2135904200 @default.
• W4289236186 cites W2136051823 @default.
• W4289236186 cites W2137253512 @default.
• W4289236186 cites W2138019504 @default.
• W4289236186 cites W2138180870 @default.
• W4289236186 cites W2140514146 @default.
• W4289236186 cites W2143280761 @default.
• W4289236186 cites W2143511877 @default.
• W4289236186 cites W2143840439 @default.
• W4289236186 cites W2145295623 @default.
• W4289236186 cites W2149772057 @default.
• W4289236186 cites W2149775297 @default.
• W4289236186 cites W2153959628 @default.
• W4289236186 cites W2154053567 @default.
• W4289236186 cites W2158281641 @default.
• W4289236186 cites W2158933803 @default.
• W4289236186 cites W2162162988 @default.
• W4289236186 cites W2162833766 @default.
• W4289236186 cites W2165250079 @default.
• W4289236186 cites W2165580920 @default.
• W4289236186 cites W2167101736 @default.
• W4289236186 cites W2168901348 @default.
• W4289236186 cites W2244035566 @default.
• W4289236186 cites W2244998654 @default.
• W4289236186 cites W2280737108 @default.
• W4289236186 cites W2344681634 @default.
• W4289236186 cites W2386495398 @default.
• W4289236186 cites W2395143285 @default.
• W4289236186 cites W2402014506 @default.
• W4289236186 cites W2407812036 @default.
• W4289236186 cites W2408567027 @default.
• W4289236186 cites W2474269906 @default.
• W4289236186 cites W2539305835 @default.
• W4289236186 cites W2554382158 @default.
• W4289236186 cites W2604924307 @default.
• W4289236186 cites W2605213558 @default.
• W4289236186 cites W2615253071 @default.
• W4289236186 cites W2623447776 @default.
• W4289236186 cites W2744080778 @default.
• W4289236186 cites W2774644914 @default.

• next