"BoUTS represents a significant leap in cross-domain feature selection."
"We expect these results to have important repercussions in manually-guided inverse problems."
「 BoUts」という決定木ベース方法以外でも同様 のイノベーティブ(innovative)/創造 的(creative)/先進(adva nced)/画期的(grou ndbreaking/breakthrough/) 方法(methods/approaches/techniques/thought processes/concepts/practices/solutions/perspectives/modes of operation/methodologies/procedures/processes/systems/styles/formulas/forms/models/plans/blueprints/designs/layouts/outlines/schemes/templates/architectures/drafts/framework s/foundations/platforms/setups/structures/types/varieties/categories/classes/kinds/orders/ranks/species/types/varieties/categ ories/classes/kinds/orders/ranks/species/types/varieties/categor
ie s/classe s/kind s/order s/rank
s/sp ecie
s/type
s/va rieti es/ca tegor ie
...
e.g. 「Boosted Universal and Task-specific Selection (BOUTUS)」, 「MultiBoost」「Dirty LASSO」等
その中でも深層学習(deep learning), 強化学習(reinforcement learning), GAN(Generative Adversarial Networks), 時系列解析(time series analysis), 軽量化(lightweighting ), 知識表現(knowledge representation ), 自然言語処理(natural language processing/NLP ), コンピュータビジョン(computer vision/CV ), 分子動力学シミュレーション(molecular dynamics simulation/MDS )
等技術・手法・考え方も注目されています。
それら技術・手法・考え方も同じ問題意識下(problem statement/context/challenge/scenario/environment/background/situation/state-of-affairs/circumstances/posture/stipulation/status/quandary/dilemma/predicament/perplexity/confusion/trouble/disorder/disturbance/turmoil/unrest/upheaval/agitation/anarchy/disarray/havoc/mess/tumult/comotion/flap/fray/imbroglia/jumble/shambles/welter/barrier/blockade/bottleneck/snag/hitch/inconvenience/problematic situation/deadlock/stalemate/quagmire/conundrum/enigma/mystery/puzzle/question/query/inquiry/request/examination/investigation/probe/study/research/exploration/elucidation/discussion/dialogue/debate/conversation/chatting/chatter/negotiation/meeting/session/interview/talk/seminar/forum/workshop/classroom/event/gathering/get-together/meet-up/session/group discussion/board meeting/hearing/oral examination/public hearing/hearing out/questioning/grilling/interrogation/inquest/trial/hearing-out/examination-in-chief/testimony/evidence-giving/recital/account/story-telling/narration/reporting/description/portrayal/detailing/account giving/version/rendering/recounting/history-telling/storytelling/yarn-spinning/yarning/fabricating/forgery/manufacturing/artificially creating/engineering/assembling/building/formulating/preparing/cooking up/devise/design conceive/create/initiate/start-establish-set up-originate-launch-commence-begin-formulate-develop-produce-make-build-construct-fabricate-manufacture-assemble-engineer-devis e-design-conceive-create-initiate-start-establish-set-up-originate-launch-commence-begin-formulate-develop-produce-make-build-construct-fabricate-manufacture-assemble-engineer-devise-design-conceive-create-initiate-start-establish-set-up-or...)問題(statement/context/challenge/scenario/environment/background/situation/state-of-affairs/circumstances/posture/stipulation/status/quandary/dilemma/predicament/perplexity/confusion/trouble/disorder/disturbance/turmoil/unrest/upheaval/agitation/anarchy/disarray/havoc/mess/tumult/comotion/flap/fray/imbroglia/jumble/shambles/welter/barrier/blockade/bottleneck/snag/hitch/inconvenience/problematic situation/deadlock/stalemate/quagmire/conundrum/enigma/mystery/puzzle/question/query/i...)
(e.g. 多変量時系列マッチング(multi-variate time-series matching)) も多岐多様(diverse/wide-ranging/extensive/varied/eclectic/diverse/a wide variety of/a broad range of/a wide array of/a vast array of/a large number of/countless/myriad/endless/an abundance of/plentiful/copious/lots of/large quantities o f/substantial amounts o f/significant numbers o f/amazing numbers o f/high numbers o f/incalculable numbers o f/vast quantities o f/enormous amounts/oceanic volumes/oceans full/of a great deal/full to the brim/to the top/to capacity/to overflowing/full to bursting point/maxed out/at maximum capacity/at full stretch/at full tilt/all filled up/all used up/all gone/all taken all spoken for/no longer available/no longer free/no longer vacant/booked solid/reserved solidly/busy as can be/busy as a bee/swamped with work/swamped with orders/swamped with requests/backlogged swarmed inundated overwhelmed flooded snowed under deluged bombarded besieged beset plagued pestered harassed hounded badgered tormented troubled distressed bothered bugged vex ed annoyed irritated irked exasperated aggravated provoked nettled needled nagged harried heckled bullied intimidated threatened menaced persecuted victimized oppressed tyrannized terrorized browbeaten blackmailed extorted coerced forced compelled constrained obliged pressured pressurized pushed into corner railroad ed strong armed bulldozed steamrolled dragooned muscled leaned on twisted arm put screws on put squeeze on turned screw on tightened screws squeezed pressed hard brought pressure to bear bore down heavily weighed heavy upon someone's shoulders laid it on someone made things hot for someone gave someone hell gave someone grief gave someone
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多目的データセットの同時解釈可能性のための普遍的特徴選択
Universal Feature Selection for Simultaneous Interpretability of Multitask Datasets