{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,2,9]],"date-time":"2023-02-09T15:12:38Z","timestamp":1675955558927},"reference-count":12,"publisher":"Association for Computing Machinery (ACM)","issue":"5","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["SIGARCH Comput. Archit. News"],"published-print":{"date-parts":[[2013,12,18]]},"abstract":"Processing large volumes of information in real time requires large amounts of computational power, which consumes a significant amount of energy. With the rise in the amount of data produced, energy-efficient high-performance information processing systems are becoming a necessity. We present a hybrid CPU-FPGA system for high-throughput classification of streams of textual documents (e.g. emails or web pages). The current system parses the document stream using a multicore CPU and performs classification on the parsed stream using Field-Programmable Gate Arrays (FPGAs). As an example, we demonstrate a Naive Bayes classifier on the TREC Aquaint dataset. Our current solution can classify 10Gb\/s internet traffic in real time. Our aim is to increase the throughput to 100Gb\/s by incorporating the parser into the FPGA design.<\/jats:p>","DOI":"10.1145\/2641361.2641370","type":"journal-article","created":{"date-parts":[[2014,7,7]],"date-time":"2014-07-07T11:55:18Z","timestamp":1404734118000},"page":"53-58","update-policy":"http:\/\/dx.doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["A hybrid CPU-FPGA system for high throughput (10Gb\/s) streaming document classification"],"prefix":"10.1145","volume":"41","author":[{"given":"Wim","family":"Vanderbauwhede","sequence":"first","affiliation":[{"name":"University of Glasgow, Glasgow, United Kingdom"}]},{"given":"Anton","family":"Frolov","sequence":"additional","affiliation":[{"name":"University of Glasgow, Glasgow, United Kingdom"}]},{"given":"Sai Rahul","family":"Chalamalasetti","sequence":"additional","affiliation":[{"name":"Hewlett Packard, Houston, TX"}]},{"given":"Martin","family":"Margala","sequence":"additional","affiliation":[{"name":"University of Massachusetts Lowell, Lowell, MA"}]}],"member":"320","published-online":{"date-parts":[[2014,6,18]]},"reference":[{"key":"e_1_2_1_1_1","volume-title":"University of California","author":"Short J.","year":"2011"},{"key":"e_1_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.5555\/1643608"},{"key":"e_1_2_1_3_1","volume-title":"Convery Computers","year":"2011"},{"key":"e_1_2_1_4_1","volume-title":"Stone Ridge Technology","author":"Coyne J.","year":"2009"},{"key":"e_1_2_1_5_1","volume-title":"XtremeData","author":"Wood N. A.","year":"2008"},{"key":"e_1_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.5555\/2500908"},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/138859.138861"},{"key":"e_1_2_1_8_1","first-page":"547","article-title":"Combining naive bayes and n-gram language models for text classification","author":"Peng F.","year":"2003","journal-title":"Advances in Information Retrieval"},{"key":"e_1_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/1571941.1572067"},{"key":"e_1_2_1_10_1","first-page":"417","volume-title":"FPL 2009. International Conference on. IEEE","author":"Vanderbauwhede W.","year":"2009"},{"key":"e_1_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/ISPASS.2012.6189226"},{"key":"e_1_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1155\/2012\/507173"}],"container-title":["ACM SIGARCH Computer Architecture News"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2641361.2641370","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,30]],"date-time":"2022-12-30T19:32:21Z","timestamp":1672428741000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2641361.2641370"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,12,18]]},"references-count":12,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2013,12,18]]}},"alternative-id":["10.1145\/2641361.2641370"],"URL":"https:\/\/doi.org\/10.1145\/2641361.2641370","relation":{},"ISSN":["0163-5964"],"issn-type":[{"value":"0163-5964","type":"print"}],"subject":[],"published":{"date-parts":[[2013,12,18]]},"assertion":[{"value":"2014-06-18","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}