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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 107 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
Why Should I Consider Early Decision? duration 48 minutes 1 second Why Should I Consider Early Decision? Why Should I Consider Early Decision?	Why Should I Consider Early Decision? Zoom Recording ID: 93384098565 UUID: lASGYOs9QuCrjbA9H/f0Hw== Meeting Time: 2020-11-03T00:24:47Z admissions staff diplomacy dream school reasoning admissions application concepts in ancient greek metaphysics knowledge philosophy of logic freshman year international studies concepts in ancient greek philosophy of mind moving day guidance counselor december 31st student government education finance cognition applying early decision truth western culture aid package school types 1st week merit scholarship great resource good stuff ontology sophomore year study abroad educational stages study abroad programs high school american university logic binding agreement philosophical logic favorite memory school public affairs learning school terminology regular decision admissions office concepts in metaphilosophy priority deadline december 15th financial aid package student body information science special programs rationalism types of university or college applicant pool legally binding inductive reasoning common law popular social events good faith virtue english-language television programs art history special academic program 100 percent social event youth higher education student financial aid mind january 15th open question continental philosophy secondary school report metaphysics caption complete concepts in the philosophy of science documents college counselor humanities assistant director 1st year d.c. area english-language television programming financial aid universities and colleges philosophy early decision process metaphilosophy financial aid documents political science early decision february 15th apply early decision thought academia november 15th concepts in the philosophy of mind university and college admissions decision 15th students student lot campus aid kind application questions admissions class choice week question programs events thing experience college From Kayla Rohr 38 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 68 plays 0
Conversations Around the Beltway - DC-Area… duration 50 minutes 57 seconds Conversations Around the Beltway - DC-Area… Conversations Around the Beltway - DC-Area Universities Virtual Counselor Event	Conversations Around the Beltway - DC-Area Universities Virtual Counselor Event Zoom Recording ID: 96393307282 UUID: 7E/d4j2ARouof07mUJ0iiQ== Meeting Time: 2020-10-07T16:43:38Z travel technology student financial aid study abroad programs early decision english-language journals college admissions hear directly metropolitan area academic programs holistic review student culture politics 1st year ios software couple weeks early action international students types of tourism merit scholarship moving forward feel free common app sage publishing academic journals fall 2021 political climate mathematical notation political geography george mason conservative route caption complete george mason university west coast universities and colleges contact tracing american slave owners hybrid model epidemiology additional questions sage publications academic journals freshman class impact students recruitment test scores high school visit business process politically active political science political science terminology test optional policy testing policy test optional national mall population virtual tour quarterly journals fall semester education theory interjections educational psychology student experience youth academia science education election year d.c. area job market university and college admissions college democrats education finance students campus test student mason things process fall admissions application thing spring question questions semester dc hybrid programs college experience From Kayla Rohr 18 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
Admissions 101: Meet Our Team duration 27 minutes 23 seconds Admissions 101: Meet Our Team Admissions 101: Meet Our Team	Admissions 101: Meet Our Team Zoom Recording ID: 97464324354 UUID: Qy/6rQrgT0CV7Uq5W/0Qkw== Meeting Time: 2020-09-13T19:27:02Z higher education student financial aid international service honors program early decision washington downtown washington graphic design 100 percent deadline questions easy access states of the mid-atlantic school terminology public service campus based aid caption complete cross-platform software types of communities test optional common application decision public affairs question opportunities 1st year access application yellow ribbon program types of university or college regular decision u.s. citizen sociological terminology urban studies and planning terminology teaching c.s.s. profile academic support 15th american university washington d.c. teacher recommendation special academic program strong program students 8500 undergraduates military personnel dc positions of authority learning methods scholarships human geography student ribbon symbolism business program class scholars education finance january 15th local community university test optional class faculty patriot league programs educational stages receive notification graphic design program academia youth courses high school universities and colleges recommendations aid university and college admissions From Kayla Rohr 39 plays 0
Admissions 101: Meet Our Team duration 25 minutes 22 seconds Admissions 101: Meet Our Team Admissions 101: Meet Our Team	Admissions 101: Meet Our Team Zoom Recording ID: 93832817538 UUID: IFDSHS8ZRAeokFSZ+KZicg== Meeting Time: 2020-09-13T18:55:57Z washington d.c. higher education holistic review student financial aid a.p. courses college level courses residence hall top choice separate supplemental application beginners and newcomers meal plan college study abroad programs questions financial aid student body campus regular decision caption complete virtual events arts school terminology 1st year admission question capital districts and territories opportunities feel free application academia personal favorite lot innovation test study abroad program education terminology high school transcript 15th awesome career center interests test optional generic top-level domains assistant directors admissions representative interesting question learning methods test scores problem solving skills english-language journals class student early decision enrollment courses class size marketing demonstrated interest architectural design merit scholarships special academic programs education finance favorite tradition programs educational stages internship specific question admissions courses psychological theories high school students universities and colleges multiple special aid university and college admissions decision american university From Kayla Rohr 45 plays 0
The American University Experience : Student Panel duration 24 minutes 56 seconds The American University Experience : Student Panel The American University Experience : Student Panel	The American University Experience : Student Panel Zoom Recording ID: 91360523226 UUID: LhnzwkhQTs6QXercfteXeg== Meeting Time: 2020-09-13T18:25:18Z college student higher education student consciousness career center semester college study abroad programs questions kind school terminology campus caption complete college campus winter break courses public transport things question opportunities 1st year meet people lot international studies west coast universities and colleges super nice transportation surrounding area campus feel students class dc break political science residence hall schools guys spirit complex problems school study abroad internship experience thing school spirit high school wide range opportunity From Kayla Rohr 5 plays 0
What's New at American University? - Campus… duration 43 minutes 37 seconds What's New at American University? - Campus… What's New at American University? - Campus Update / Live Q&A	What's New at American University? - Campus Update / Live Q&A Zoom Recording ID: 97630537044 UUID: msT6i9+XTiKARXUkz/KE+w== Meeting Time: 2020-08-19T17:33:07Z performing arts higher education science students student financial aid data science admissions side holistic review process recruitment career field school types voting theory counselor recommendation letter international study school terminology employment chat box application process generic top-level domains double major sage publishing academic journals test optional 1st generation students entire high school acceptance rate faculty member merit scholarship public affairs gender studies emotions feel free information science good question vast majority high school letters (message) undocumented student caption complete public health applicant pool admissions process amazing programs sage publications academic journals popular meters high school experience time student test scores 1st time english-language journals encourage students fast growing political science political science terminology students request demonstrated interest quarterly journals legal terminology 1st year student virtual class education finance specific things fairly high virtual high school public transportation school system web site eagle engagement rigorous courses med school d.c. area students decide greater scope students student lot campus science schools things programs scholarships process questions test admissions majors college courses merit question neuroscience field From Kayla Rohr 5 plays 0