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Colloquium_2020-10-27_Nathalie_Japkowicz_Edited duration 1 hour 4 minutes Colloquium_2020-10-27_Nathalie_Japkowicz_Edited Colloquium_2020-10-27_Nathalie_Japkowicz_Edited	Colloquium_2020-10-27_Nathalie_Japkowicz_Edited Title: Harnessing Dataset Complexity in Classification Tasks Speaker: Nathalie Japkowicz ,Department of Computer Science, American University Date: October 27, 2020Abstract: The purpose of this… multi class simple divide unsupervised learning decision tree main knowledge multiclass classification hamming distance super ability japanese rock music groups coding matrix generate data mathematical logic principle component linear discrimination subclass mix networks small class long time intrusion detection multi modality isolation forest class imbalance problem class imbalance vowels versus consonants mathematical optimization error rates coding matrices positive class neural network feature selection honeywell main aspects fake data good question 3rd study breast cancer conquer strategy artificial intelligence selection methods binary classification statistical outliers dataset complexity indicator function class classification occupational safety and health decision analysis 1st step metric geometry learning methods classification problem class justification emerging technologies error correcting 2nd study convex hull multi model pseudo classes statistical classification 1st study supplies mix problem fitness function binary problem class overlap ability criterion conquer principle machine learning data set cluster updating data driven multi-modality main complexity supply store red class classification algorithms class problem classification imbalance domain distance thing clusters learning method study things methods classifier classes problems domains feature classifiers bit From Richard Ressler 16 plays 0
American University's Special Academic… duration 58 minutes 50 seconds American University's Special Academic… American University's Special Academic Programs Panel	American University's Special Academic Programs Panel Zoom Recording ID: 93632626563 UUID: 8oFbI9KJRs+0Kc219o9bMw== Meeting Time: 2020-11-18T00:36:55Z 3rd year spring semester apply early program application graduate school year public health answer questions marching public affairs biggest benefit japanese language 1st year students honors program common question community partner cohort class public health service learning public health program 1st semester pretty mad abroad component april 1st p.p.l. scholar academic degrees internship requirement school types frederick douglass degree program application process socially responsible leadership prior japanese build community internships thematic areas alternative education scholars program pragmatics residence hall health scholars living learning community bimonthly journals shops study abroad higher expectation educational stages human resource management study abroad programs learning methods require students japan relations american university special program application political science journals university college year student program faculty joint degree program legal studies students tend community based beginners and newcomers sophomore year double major academic community priority deadline law school future eagle portal december 15th feel free types of university or college joint undergraduate degree legal terminology additional questions undergraduate degree program assistant directors political theory didactics special program program associate special academic program perfectly fine south carolina pedagogy global international relations learning community quick overview foods cognitive science health program caption complete college program alumni network public health major community service lab component 1st year majority retailing year program a.p. credits students coming careful planning students collaboration undergraduate education american red cross scholarship program african-american businesspeople meals english-language journals dual degree educational psychology students participate separate application intellectual curiosity global scholars academia dollars program public health scholars university and college admissions academic experience programs scholars honors lot questions application question degree classes japan things college requirement semester faculty class pbl law component From Kayla Rohr 108 plays 0
Admissions 101 : Meet Our Team duration 27 minutes 1 second Admissions 101 : Meet Our Team Admissions 101 : Meet Our Team	Admissions 101 : Meet Our Team Zoom Recording ID: 98214579134 UUID: bn8bTnUhTaWng0JCYd5qjg== Meeting Time: 2020-11-08T22:32:10Z big companies higher education chat demonstrated interest admissions representative college questions array school terminology campus regular decision caption complete double major answer question national mall admission moving forward question opportunities chat box majority program types of university or college lot internships legal terminology traditional campus feel free amazing opportunities school public affairs d.c. internship american social networking websites dc admissions student national park service areas in washington schools bit opportunity test optional box success programs educational stages university study abroad programs websites geographic area youth homeland security classes students universities and colleges d.c. area york boroughs From Kayla Rohr 2 plays 0
The American University Experience : Student Panel duration 26 minutes 13 seconds The American University Experience : Student Panel The American University Experience : Student Panel	The American University Experience : Student Panel Zoom Recording ID: 97857145752 UUID: WE68GNq+TGK+HCRT+zFSWw== Meeting Time: 2020-11-08T21:57:19Z higher education student consciousness people academic buildings wide variety college questions politics 2 (number) home school terminology campus caption complete learning methods social life human communication perspectives thing things housing question role status private schools school high school diversity inclusion political climate lot political geography interrogative words and phrases companies listed on nasdaq homework information technology management education reform students marketing couple friends dc favorite thing current student urban studies and planning terminology political science international schools bit single student guys class kind couple questions 1st question credits educational stages experience youth conversation classes american university universities and colleges opportunity options From Kayla Rohr 54 plays 0
The American University Experience : Student Panel duration 25 minutes 10 seconds The American University Experience : Student Panel The American University Experience : Student Panel	The American University Experience : Student Panel Zoom Recording ID: 96380029023 UUID: rPh7b+I0TpmgZBSl0577Ig== Meeting Time: 2020-11-08T20:44:50Z higher education questions consciousness social scene process neuropsychological assessment cognitive science making friends professors 100 percent semester double majoring college rooms learning washington post campus educational facilities magazines published in washington double major political science major human communication student things question opportunities majority types of university or college grad student lot intelligence easy process international studies caption complete universities and colleges english-language television programming traditional campus amazing connections amazing opportunities great thing financial aid students d.c. current student english-language journals complex problems political science english-language television programs bit journalism program class greek life internship opportunities 1st question educational psychology study abroad educational stages study abroad programs study developmental psychology journalism beginners and newcomers experience youth classes american university international studies major internet culture legal terminology studies classroom From Kayla Rohr 13 plays 0
The American University Experience : Student Panel duration 28 minutes 54 seconds The American University Experience : Student Panel The American University Experience : Student Panel	The American University Experience : Student Panel Zoom Recording ID: 91737164863 UUID: eIYXNeObSX6X0kymU/9L9Q== Meeting Time: 2020-10-12T19:25:42Z bathing higher education average day student life switch major felt unsafe philosophical logic specific field fairly common switched majors beginners and newcomers meal plan cool place rooms learning home student culture food combinations continental philosophy 1st year metaphysics concepts in ancient greek metaphysics teaching style thought social life college campus knowledge club sports meals club meetings career center freshman year feel free assumption minute walk favorite class caption complete universities and colleges legal terminology questionnaire construction 3rd reason means students 2nd reason philosophy concepts in the philosophy of science positions of authority totally fine rationalism georgetown waterfront virtue residence hall ontology school year study abroad program building materials internship opportunities coffee shop study abroad educational stages cognition study abroad programs foods double major learning methods homeland security 1st reason double majoring market situation concepts in the philosophy of mind metaphysics of mind great place campus lot questions class dc things college classes bunch clubs week place food student wednesdays reason stuff admissions minutes From Kayla Rohr 69 plays 0
Transfer Information Session duration 58 minutes 26 seconds Transfer Information Session Transfer Information Session	Transfer Information Session Zoom Recording ID: 98924353569 UUID: wyAK9wORSMS+knnXh5HB2Q== Meeting Time: 2020-09-16T22:28:07Z transfer admission meal swipe spring semester directly tied based aid moment (mathematics) 1st class transfer credit states of the mid-atlantic $3.00 requirement classic college sliding scale system gap year october 1st graduated high greek life 1st semester education finance transfer admissions representative meal plan payments kappa scholarship 1st year applicant admissions representative merit scholarships student body web site year applicant application process mentioned earlier transfer applicant washington d.c. coffee shops secondary education cumulative g.p.a. interview process academic advisor official copy study abroad minimum g.p.a. requirement official transcript shōnen manga high school american university traditional college campus merit based business administration communication data science change makers double majoring specific questions minimum g.p.a. legal procedure international study core curriculum feel free double major shogakukan manga debt sophomore year transfer student generic top-level domains political science terminology curricula transfer application study statement international service study abroad programs totally fine perfect combination coast guard school college level common application caption complete spring 2021 assistant director 1st year financial aid specific school magic areas class size college transcripts test scores student academic performance political science sociolinguistics school transcript upper class junior year short answer personal statement public transportation foreign language 1st year application university and college admissions students transfer campus college applicants student gpa application semester aid question schools options classes admissions statement credits class majors study From Kayla Rohr 32 plays 0
The American University Experience : Student Panel duration 24 minutes 6 seconds The American University Experience : Student Panel The American University Experience : Student Panel	The American University Experience : Student Panel Zoom Recording ID: 92036772968 UUID: E07ga965Rw2UT8zPwV9pGw== Meeting Time: 2020-09-13T17:50:42Z d.c. area sustainable transport consciousness student thoroughbred racehorses super easy professors clubs cognitive science thought questions student culture 1st year absolutely amazing experience reasoning caption complete double major unique things human communication knowledge oriented clubs lecture style housing question innovation freshman year feel free downtown students assumption types of university or college lot great community teaching feel safe universities and colleges legal terminology intramural sports philosophy downtown d.c. journalism major metaphysics chloe racehorses bred in kentucky subjective experience breeders' cup turf winners dc favorite thing english-language journals absolutely love political science program virtue political science residence hall university and college residential buildings bit ontology politically active project management single semester admissions team coffee shop philosophical concepts metro educational psychology campus science journalism guys experience options admissions educational stages public transportation classes american university truth cognition office hours feeling consciousness studies research From Kayla Rohr 78 plays 0