{"id":4612,"date":"2024-03-29T05:33:00","date_gmt":"2024-03-28T20:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4612"},"modified":"2024-03-29T05:33:00","modified_gmt":"2024-03-28T20:33:00","slug":"is-mamba-effective-for-time-series-forecasting","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4612","title":{"rendered":"Is Mamba Effective for Time Series Forecasting"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Is Mamba Effective for Time Series Forecasting?\u00a0<\/strong>[30.2]<br>\u72b6\u614b\u7a7a\u9593\u30e2\u30c7\u30eb(SSM)\u306f\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u8907\u96d1\u306a\u4f9d\u5b58\u95a2\u4fc2\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3059\u308b\u80fd\u529b\u306b\u3088\u3063\u3066\u3001\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u6642\u7cfb\u5217\u4e88\u6e2c(TSF)\u306e\u305f\u3081\u306e2\u3064\u306e\u7c21\u5358\u306aSSM\u30e2\u30c7\u30eb\u3092\u7d39\u4ecb\u3059\u308b\u3002 S-Mamba\u3068D-Mamba\u306fGPU\u30e1\u30e2\u30ea\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u3092\u7bc0\u7d04\u3057\u306a\u304c\u3089\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u9054\u6210\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2403.11144v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2403.11144v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 17 Mar 2024 08:50:44 GMT)<\/li>\n\n\n\n<li>\u6642\u7cfb\u5217\u4e88\u6e2c\u3078\u306eMamba\u306e\u5fdc\u7528\u3001\u300cS-Mamba employs one Mamba block to process VC, while D-Mamba incorporates an additional mamba block compared to S-Mamba for VC.\u300d\uff08VC = \u00a0variates correlations\u00a0\uff09\u3068\u3044\u3046\u9055\u3044\u3092\u6301\u30642\u3064\u306e\u69cb\u6210\u3067\u5b9f\u9a13\u3001\u52b9\u679c\u3092\u78ba\u8a8d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u300cThe results prove Mamba possesses robust capabilities and exhibits remarkable potential to replace Transformer in the TSF tasks.\u300d\u3068\u306e\u3053\u3068\u3060\u304c\u3001\u307b\u3093\u307e\u304b\u3044\u306a\u3068\u601d\u308f\u306a\u304f\u3082\u306a\u304f\u3001\u89e3\u91c8\u304c\u6c17\u306b\u306a\u308b\u3068\u3053\u308d\u3002\u3002\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[235,595],"class_list":["post-4612","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-mamba","tag-595"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4612","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4612"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4612\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4612"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4612"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4612"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}