.. ; a b px a; b x R N µ, Σ N x; µ, Σ exp πσ x µ Σ x µ R σx + e x if is true 0 otherwise σ σ σ R + 0 i,j i j I i i i diag. x t {0,,, K} N {x n, t n }
|
|
- Lene Aagaard
- 6 år siden
- Visninger:
Transkript
1 Bayes,a,b autoatic relevance deterination ARD Chang Tipping 00 relevance vector achine RVM RVM 003 Tipping RVM Bayes autoatic relevance deterination Taylor Fast Sparse Bayesian Learning Algorith for Ordinal Regression Nagashia Kazuhisa,a Inoue Masato,b Abstract: Ordinal regression is a ulticlass classification proble in which classes have an order relation. One of the sparse approaches for ordinal regression has been proposed by Chang et al., which utilizes autoatic relevance deterination ARD prior. This idea is siilar to the one of the relevance vector achines RVMs for regression and classification probles by Tipping, 00. A fast algorith for solving RVMs has also been proposed by Tipping et al. in 003. This algorith greatly iproves the coputational coplexity of RVMs. In this anuscript, we introduce a new odel for ordinal regression that is easy to handle and propose a fast sparse learning ethod according to that of RVMs. We then illustrate that the proposed ethod runs rearkably faster than existing ethods with equivalent or better precision rates by nuerical experients. Keywords: ordinal regression, Bayesian estiation, autoatic relevance deterination prior, sparse learning, Taylor approxiation. relevance vector achine RVM 00 Tipping a kazuhisa@suou.waseda.jp b asato.inoue@eb.waseda.ac.jp 003 RVM RVM
2 .. ; a b px a; b x R N µ, Σ N x; µ, Σ exp πσ x µ Σ x µ R σx + e x if is true 0 otherwise σ σ σ R + 0 i,j i j I i i i diag. x t {0,,, K} N {x n, t n } N x n t n n N + x N+ t N+ t [t,..., t N ] class 0 < class < < class K class 0 class class class.3 M ϕ x R,,..., M x x ϕ n [ϕ x n,..., ϕ M x n ] R M [3] K b [b, b,..., b K ] R K b < b <... < b K p t n ϵ n, w; b btn ϕ n w+ϵn<btn+ pϵ n N ϵ n ; 0, 3 w [w,..., w M ] R M b 0 b K+ + pt n w; b + pt n ϵ n, w; b pϵ n dϵ n cub tn+ ϕ n w cub tn ϕ n w 4 cu K [4] x n t n pt n k w; b σb k+ ϕ n w 5 pt n w; b σb tn+ ϕ n w σb tn ϕ n w π 3 pϵ n e ϵn + e ϵn 7
3 w α [α,..., α M ] R + M pw; α M N w ; 0, α 8 autoatic relevance deterination ARD Tipping relevance vector achine RVM [6] pt N+, t, w; b, α N+ p t n w; b pw; α σ cu Bayes t N+ pt N+ t; b, α 0 {b, α } argax pt; b, α b,α α w Dirac w 0 ϕ w axiu a posteriori: MAP w argax pw t; b, α w t N+ pt N+ w 3 t N+ w MAP t N+ argax t N+ pt N+ t; b, α 4 t N+ argax t N+ pt N+ w 5 t N+ MAP 3.4 w b α w b 0 α 0 w i {b i, α i } i 0,,... b α w b α w w i+ argax pw t; b i, α i 6 w Newton-Raphson w i,0 w i j 0,,... w i,j+ w Hw; b, α hw; b, α : w w i,j, b b i, α α i 7 hw; b, α ln pt, w; b, α 8 hw; b, α hw; b, α w N s s 0 ϕ n + Aw 9 Hw; b, α hw; b, α w w 0 N [s ] s ϕ n ϕ n + A s 0 s 0 s 0 σb tn+ ϕ n w σb tn ϕ n w s σ b tn+ ϕ n w σ b tn ϕ n w 3 s σ b tn+ ϕ n w σ b tn ϕ n w 4 8 Hesse Hw; b, α w [ϕ,..., ϕ N ] M w i+ pt; b, α Laplace b α Laplace fw, w R M Taylor 3
4 e fw dw e fµ [w µ] F[w µ] dw R M R M e fµ π F µ arginfw, F fw w w w wµ b α pt; b, α pt, w; b, αdw R M sb, α sb, α 5 pt, w i+ ; b, α π Hwi+ ; b, α 6 Laplace Taylor w i+ Taylor 0 b α α i+ argax sb i, α 7 α b i+ argax sb, α i+ 8 b α [ pt n w, b tn ] y n,k Z n k [ K tn ] Z n y n,k t n0 k K kt n+ K kt n+ y n,k 3 y n,k 3 y n,k σϕ n w+b k 33 Z n Z n w [w,..., w M ] R M b [b,..., b K ] R K b k 3 4. [7] ARD 8 w α [α,..., α M ] R + M b β [β,..., β K ] R + K pω; χ ω [w, b ] [ω,..., ω M+K ] 34 χ [α, β ] [χ,..., χ M+K ] 35 M+K N ω ; 0, χ 36 C diagχ pt N+, t, ω; χ N+ p t n ω pω; χ 37 α i+ αi [Hw i+, b i, α i ], w 9 b b i,0 b i j 0,,... b i,j+ k b k η N tn+k tnkσ b k ϕ n w σb tn+ ϕ n w σb tn ϕ n w : w w t+, b b i,j 30 η > ω MAP ω MAP t N+ MAP 4.4 χ argax pt; χ 38 χ ω argax pω t; χ 39 ω t N+ argax t N+ pt N+ ω 40 χ 0 ω i χ i i 0,,... χ ω 4
5 χ ω ω i+ argax pω t; χ i 4 ω Newton-Raphson ω i,0 ω i j 0,,... ω i,j+ ω Hω; χ hω; χ : ω ω i,j, χ χ i 4 hω; χ ln pt, ω; χ 43 hω; χ hω; χ Ψ d + Cω ω 44 Hω; χ hω; χ ω ω Ψ DΨ + C 45 d [ K [ N k y n,k t n ] N ] K y n,k k tn k Φ 0N,K Ψ, Φ 0 K,M I K D DN D N,K D N,K D K 46 ϕ.. ϕ N [D N,K ] n,k y n,k σ ϕ n w+b k 49 [ K ] N D N diag 50 k [ N D K diag y n,k y n,k ] K k 5 43 Hesse y n,k d D y n,k y n,k ω χ ln pt ω ω ω t+ Taylor gω ln pt ω 5 gω gω ω Ψ d 53 Gω gω ω ω Ψ DΨ 54 gω g ˇω + [ω ˇω] g ˇω + [ω ˇω] G ˇω[ω ˇω] 55 ln N ˇτ ; Ψω, Ď + const 56 ˇτ Ψ ˇω Ď ď 57 ˇ ω ω t+ const ω χ pt; χ pt; χ pt ωpω; χdω R M+K N ˇτ ; Ψω, Ď N ω; 0, C dω R M+K N ˇτ ; 0, Ď + ΨC Ψ 58 χ χ χ i+ argax N ˇτ ; 0, Ď + ΨC Ψ 59 χ { s χ i+ q q s > s otherwise s q 60 ψ E ψ 6 ψ E ψ χ i χ i E Ď + Ψ ψ E τ 6 ψ E ψ C i Ψ 63 ψ Ψ 6 6 E 63 χ i D C ω i+ χ i E 58 ω χ ω 4.5 α w 0 ϕ S i { } S i {,, K + M} χ i 64 S i χ C S S Ψ S S ω S M S S i S i 4 O M + K 3 + M + K N 3 O M i i S + M S N 4 5
6 ω i,j+ S Ψ S ĎΨ S + C S Ψ S ĎΨ S ˇω S + Ψ S ď 65 ˇ j ω i,j i M S [4] 5. 4 GPOR[3] ARD ORSB ARD SoftMax 0-fold cross validation 5. N M M S 0 K + 5. [3] validation error proposed GPOR ORSB SoftMax learning tiesec proposed GPOR ORSB SoftMax N 00 M 0 M S 3 K fold Diabetes pyriidines traiazines wisconsin proposed 0.49± ± ± ±0.05 GPOR 0.86± ± ± ±0.05 ORSB 0.57± ± ± ±0.07 SoftMax 0.49± ORSB GPOR SoftMax 6. [] Peter McCullagh, Regression Models for Ordinal Data, Journal of the Royal Statistical Society. Series B Methodological, pp 09-4, 980. [] Cande V Ananth and David G Kleinbau, Regression odels for ordinal responses: a review of ethods and applications, International journal of epideiology, 997. [3] Wei Chu and Zoubin Ghahraani, Gaussian Processes for Ordinal Regression, Technical Report, UCL, UK, 004. [4] Xiao Chang, Qinghua Zheng and Peng Lin, Ordinal Regression with Sparse Bayesian, Eerging Intelligent Coputing Technology and Applications. With Aspects of Artificial Intelligence, Lecture Notes in Coputer Science Volue 5755, 009, pp [5] C.M.Bishop, Pattern Recognition and Machine Learning, Springer, 006. [6] Michael E Tipping,Sparse bayesian learning and the relevance vector achine, The Journal of Machine Learning Research archive Volue, 00 [7] Michael E. Tipping and Anita C. Faul, Fast arginal likelihood axiisation for sparse Bayesian odels, Microsoft Research,Cabridge,U,K.,003 6
Privat-, statslig- eller regional institution m.v. Andet Added Bekaempelsesudfoerende: string No Label: Bekæmpelsesudførende
Changes for Rottedatabasen Web Service The coming version of Rottedatabasen Web Service will have several changes some of them breaking for the exposed methods. These changes and the business logic behind
Generalized Probit Model in Design of Dose Finding Experiments. Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US
Generalized Probit Model in Design of Dose Finding Experiments Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US Outline Motivation Generalized probit model Utility function Locally optimal designs
ECE 551: Digital System * Design & Synthesis Lecture Set 5
ECE 551: Digital System * Design & Synthesis Lecture Set 5 5.1: Verilog Behavioral Model for Finite State Machines (FSMs) 5.2: Verilog Simulation I/O and 2001 Standard (In Separate File) 3/4/2003 1 ECE
DoodleBUGS (Hands-on)
DoodleBUGS (Hands-on) Simple example: Program: bino_ave_sim_doodle.odc A simulation example Generate a sample from F=(r1+r2)/2 where r1~bin(0.5,200) and r2~bin(0.25,100) Note that E(F)=(100+25)/2=62.5
Probabilistic properties of modular addition. Victoria Vysotskaya
Probabilistic properties of modular addition Victoria Vysotskaya JSC InfoTeCS, NPK Kryptonite CTCrypt 19 / June 4, 2019 vysotskaya.victory@gmail.com Victoria Vysotskaya (Infotecs, Kryptonite) Probabilistic
User Manual for LTC IGNOU
User Manual for LTC IGNOU 1 LTC (Leave Travel Concession) Navigation: Portal Launch HCM Application Self Service LTC Self Service 1. LTC Advance/Intimation Navigation: Launch HCM Application Self Service
Generalforsamling 2013
Generalforsamling 2013 Den 26. februar, klokken 17.15, SP207, Solbjerg Plads 3, 2000 Frederiksberg Dagsorden: 1. Bestyrelsens beretning fremlægges til godkendelse Beretningen vedlægges. 2. Regnskabet fremlægges
VPN VEJLEDNING TIL MAC
VPN VEJLEDNING TIL MAC MAC OS X 1 VPN VEJLEDNING TIL MAC Formålet med en VPN forbindelse er, at du kan tilgå nogle af Aarhus Universitets services hjemmefra, som ellers kun er tilgængelige, når du er på
Basic statistics for experimental medical researchers
Basic statistics for experimental medical researchers Sample size calculations September 15th 2016 Christian Pipper Department of public health (IFSV) Faculty of Health and Medicinal Science (SUND) E-mail:
Handout 1: Eksamensspørgsmål
Handout 1: Eksamensspørgsmål Denne vejledning er udfærdiget på grundlag af Peter Bakkers vejledning til jeres eksamensspørgsmål. Hvis der skulle forekomme afvigelser fra Peter Bakkers vejledning, er det
Sunlite pakke 2004 Standard (EC) (SUN SL512EC)
Sunlite pakke 2004 Standard (EC) (SUN SL512EC) - Gruppering af chasere igen bag efter. På den måde kan laves cirkelbevægelser og det kan 2,787.00 DKK Side 1 Sunlite pakke 2006 Standard (EC) LAN (SUN SL512EC
Vina Nguyen HSSP July 13, 2008
Vina Nguyen HSSP July 13, 2008 1 What does it mean if sets A, B, C are a partition of set D? 2 How do you calculate P(A B) using the formula for conditional probability? 3 What is the difference between
Patientinddragelse i forskning. Lars Henrik Jensen Overlæge, ph.d., lektor
Patientinddragelse i forskning Lars Henrik Jensen Overlæge, ph.d., lektor BMC Health Services Research 2014, 14:89 142 studies that described a spectrum of engagement Engagement was feasible in most settings
University of Copenhagen Faculty of Science Written Exam April Algebra 3
University of Copenhagen Faculty of Science Written Exam - 16. April 2010 Algebra This exam contains 5 exercises which are to be solved in hours. The exercises are posed in an English and in a Danish version.
Learnings from the implementation of Epic
Learnings from the implementation of Epic Appendix Picture from Region H (2016) A thesis report by: Oliver Metcalf-Rinaldo, oliv@itu.dk Stephan Mosko Jensen, smos@itu.dk Appendix - Table of content Appendix
On the complexity of drawing trees nicely: corrigendum
Acta Informatica 40, 603 607 (2004) Digital Object Identifier (DOI) 10.1007/s00236-004-0138-y On the complexity of drawing trees nicely: corrigendum Thorsten Akkerman, Christoph Buchheim, Michael Jünger,
FORSTÅ FREMTIDEN? 28. november, Anders Kofod-Petersen Vicedirektør, Alexandra Instituttet Professor, NTNU
FORSTÅ FREMTIDEN? 28. november, 2018 @AKofodPetersen Anders Kofod-Petersen Vicedirektør, Alexandra Instituttet Professor, NTNU Alexandra Instituttet er en almennyttig virksomhed, der hjælper offentlige
Brug af logbog i undervisning. Karen Lauterbach Center for Afrikastudier Adjunktpædagogikum 19. Juni 2013
Brug af logbog i undervisning Karen Lauterbach Center for Afrikastudier Adjunktpædagogikum 19. Juni 2013 Motivation og projektidé Modsætning mellem undervisningsideal (deltagende og reflekterende studerende
Succesfuld Problem management. 2. December 2015 Laurine Halkjær
Succesfuld Problem management 2. December 2015 Laurine Halkjær 1 TDC s IT organisation Sidst opdateret 1. dec 2015 NB. TDC Servicedesk er organiseret i Channels divisionen for at være tæt på forretningen.
Forslag til implementering af ResearcherID og ORCID på SCIENCE
SCIENCE Forskningsdokumentation Forslag til implementering af ResearcherID og ORCID på SCIENCE SFU 12.03.14 Forslag til implementering af ResearcherID og ORCID på SCIENCE Hvad er WoS s ResearcherID? Hvad
United Nations Secretariat Procurement Division
United Nations Secretariat Procurement Division Vendor Registration Overview Higher Standards, Better Solutions The United Nations Global Marketplace (UNGM) Why Register? On-line registration Free of charge
University of Southern Denmark. Notat om Diabetes i Danmark. Juel, Knud. Publication date: Document version Forlagets udgivne version
University of Southern Denmark Notat om Diabetes i Danmark Juel, Knud Publication date: 7 Document version Forlagets udgivne version Citation for pulished version (APA): Juel, K., (7). Notat om Diabetes
Portal Registration. Check Junk Mail for activation . 1 Click the hyperlink to take you back to the portal to confirm your registration
Portal Registration Step 1 Provide the necessary information to create your user. Note: First Name, Last Name and Email have to match exactly to your profile in the Membership system. Step 2 Click on the
Gusset Plate Connections in Tension
Gusset Plate Connections in Tension Jakob Schmidt Olsen BSc Thesis Department of Civil Engineering 2014 DTU Civil Engineering June 2014 i Preface This project is a BSc project credited 20 ECTS points written
Fejlbeskeder i SMDB. Business Rules Fejlbesked Kommentar. Validate Business Rules. Request- ValidateRequestRegist ration (Rules :1)
Fejlbeskeder i SMDB Validate Business Rules Request- ValidateRequestRegist ration (Rules :1) Business Rules Fejlbesked Kommentar the municipality must have no more than one Kontaktforløb at a time Fejl
PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU
PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU OUTLINE INEFFICIENCY OF ATTILA WAYS TO PARALLELIZE LOW COMPATIBILITY IN THE COMPILATION A SOLUTION
Trolling Master Bornholm 2014
Trolling Master Bornholm 2014 (English version further down) Den ny havn i Tejn Havn Bornholms Regionskommune er gået i gang med at udvide Tejn Havn, og det er med til at gøre det muligt, at vi kan være
Finn Gilling The Human Decision/ Gilling September Insights Danmark 2012 Hotel Scandic Aarhus City
Finn Gilling The Human Decision/ Gilling 12. 13. September Insights Danmark 2012 Hotel Scandic Aarhus City At beslutte (To decide) fra latin: de`caedere, at skære fra (To cut off) Gilling er fokuseret
Statistik for MPH: 7
Statistik for MPH: 7 3. november 2011 www.biostat.ku.dk/~pka/mph11 Attributable risk, bestemmelse af stikprøvestørrelse (Silva: 333-365, 381-383) Per Kragh Andersen 1 Fra den 6. uges statistikundervisning:
Boligsøgning / Search for accommodation!
Boligsøgning / Search for accommodation! For at guide dig frem til den rigtige vejledning, skal du lige svare på et par spørgsmål: To make sure you are using the correct guide for applying you must answer
Den uddannede har viden om: Den uddannede kan:
Den uddannede har viden om: Den uddannede kan: Den uddannede kan: Den studerende har udviklingsbaseret viden om og forståelse for Den studerende kan Den studerende kan Den studerende har udviklingsbaseret
Website review groweasy.dk
Website review groweasy.dk Generated on September 01 2016 10:32 AM The score is 56/100 SEO Content Title Webbureau Odense GrowEasy hjælper dig med digital markedsføring! Length : 66 Perfect, your title
Sign variation, the Grassmannian, and total positivity
Sign variation, the Grassmannian, and total positivity arxiv:1503.05622 Slides available at math.berkeley.edu/~skarp Steven N. Karp, UC Berkeley FPSAC 2015 KAIST, Daejeon Steven N. Karp (UC Berkeley) Sign
Den nye Eurocode EC Geotenikerdagen Morten S. Rasmussen
Den nye Eurocode EC1997-1 Geotenikerdagen Morten S. Rasmussen UDFORDRINGER VED EC 1997-1 HVAD SKAL VI RUNDE - OPBYGNINGEN AF DE NYE EUROCODES - DE STØRSTE UDFORDRINGER - ER DER NOGET POSITIVT? 2 OPBYGNING
Opsætning af Backup. Dette er en guide til opsætning af backup med Octopus File Synchronizer.
Opsætning af Backup Dette er en guide til opsætning af backup med Octopus File Synchronizer. Det første der skal ske er at programmet skal registreres, dette gøres ved at vælge menuen Help og derefter
INTEL INTRODUCTION TO TEACHING AND LEARNING AARHUS UNIVERSITET
INTEL INTRODUCTION TO TEACHING AND LEARNING 8 BÆRENDE PRINCIPPER 1-4: BÆREDYGTIGT OG FLEKSIBELT Billigt Nemt at administrere Skalérbart Fleksibelt 5: RELEVANT Indhold organiseret i themes 6: EKSEMPLARISK
ArbejsskadeAnmeldelse
ArbejsskadeAnmeldelse OpretAnmeldelse 001 All Klassifikations: KlassifikationKode is an unknown value in the current Klassifikation 002 All Klassifikations: KlassifikationKode does not correspond to KlassifikationTekst
Sustainable investments an investment in the future Søren Larsen, Head of SRI. 28. september 2016
Sustainable investments an investment in the future Søren Larsen, Head of SRI 28. september 2016 Den gode investering Veldrevne selskaber, der tager ansvar for deres omgivelser og udfordringer, er bedre
CONNECTING PEOPLE AUTOMATION & IT
CONNECTING PEOPLE AUTOMATION & IT Agenda 1) Hvad er IoT 2) Hvilke marked? 1) Hvor stor er markedet 2) Hvor er mulighederne 3) Hvad ser vi af trends i dag Hvad er IoT? Defining the Internet of Things -
Plenumoplæg ved Nordisk Børneforsorgskongres2012 Professor Hanne Warming, Roskilde Universitet Kontakt: hannew@ruc.dk
Plenumoplæg ved Nordisk Børneforsorgskongres2012 Professor Hanne Warming, Roskilde Universitet Kontakt: hannew@ruc.dk Medborgerskabets fire dimensioner (ifølge G. Delanty, 2000) Rettigheder Pligter Deltagelse
Kunstig intelligens. Thomas Bolander, Lektor, DTU Compute. Siri-kommissionen, 17. august Thomas Bolander, Siri-kommissionen, 17/8-16 p.
Kunstig intelligens Thomas Bolander, Lektor, DTU Compute Siri-kommissionen, 17. august 2016 Thomas Bolander, Siri-kommissionen, 17/8-16 p. 1/10 Lidt om mig selv Thomas Bolander Lektor i logik og kunstig
CS 4390/5387 SOFTWARE V&V LECTURE 5 BLACK-BOX TESTING - 2
1 CS 4390/5387 SOFTWARE V&V LECTURE 5 BLACK-BOX TESTING - 2 Outline 2 HW Solution Exercise (Equivalence Class Testing) Exercise (Decision Table Testing) Pairwise Testing Exercise (Pairwise Testing) 1 Homework
Applications. Computational Linguistics: Jordan Boyd-Graber University of Maryland RL FOR MACHINE TRANSLATION. Slides adapted from Phillip Koehn
Applications Slides adapted from Phillip Koehn Computational Linguistics: Jordan Boyd-Graber University of Maryland RL FOR MACHINE TRANSLATION Computational Linguistics: Jordan Boyd-Graber UMD Applications
Mandara. PebbleCreek. Tradition Series. 1,884 sq. ft robson.com. Exterior Design A. Exterior Design B.
Mandara 1,884 sq. ft. Tradition Series Exterior Design A Exterior Design B Exterior Design C Exterior Design D 623.935.6700 robson.com Tradition OPTIONS Series Exterior Design A w/opt. Golf Cart Garage
SKEMA TIL AFRAPPORTERING EVALUERINGSRAPPORT
SKEMA TIL AFRAPPORTERING EVALUERINGSRAPPORT OBS! Excel-ark/oversigt over fagelementernes placering i A-, B- og C-kategorier skal vedlægges rapporten. - Følgende bedes udfyldt som del af den Offentliggjorte
Business Rules Fejlbesked Kommentar
Fejlbeskeder i SMDB Validate Business Request- ValidateRequestRegi stration ( :1) Business Fejlbesked Kommentar the municipality must have no more than one Kontaktforløb at a time Fejl 1: Anmodning En
Shooting tethered med Canon EOS-D i Capture One Pro. Shooting tethered i Capture One Pro 6.4 & 7.0 på MAC OS-X 10.7.5 & 10.8
Shooting tethered med Canon EOS-D i Capture One Pro Shooting tethered i Capture One Pro 6.4 & 7.0 på MAC OS-X 10.7.5 & 10.8 For Canon EOS-D ejere der fotograferer Shooting tethered med EOS-Utility eller
Fejlbeskeder i Stofmisbrugsdatabasen (SMDB)
Fejlbeskeder i Stofmisbrugsdatabasen (SMDB) Oversigt over fejlbeskeder (efter fejlnummer) ved indberetning til SMDB via webløsning og via webservices (hvor der dog kan være yderligere typer fejlbeskeder).
Informationsteknologi Datamatgrafik Metafil til lagring og overførsel af billedbeskrivelsesinformation Del 1: Funktionel beskrivelse
Dansk standard Rettelsesblad DS/ISO/IEC 8632-1/Corr. 2 1. udgave 2007-11-20 Informationsteknologi Datamatgrafik Metafil til lagring og overførsel af billedbeskrivelsesinformation Del 1: Funktionel beskrivelse
Trolling Master Bornholm 2014
Trolling Master Bornholm 2014 (English version further down) Ny præmie Trolling Master Bornholm fylder 10 år næste gang. Det betyder, at vi har fundet på en ny og ganske anderledes præmie. Den fisker,
Innovation i Fysioterapi og Ergoterapi. Patricia de Lipthay Behrend Fagfestival den 23.03.2012
Innovation i Fysioterapi og Ergoterapi Patricia de Lipthay Behrend Fagfestival den 23.03.2012 Baggrund En stor innovationskraft er ikke bare afgørende for den offentlige sektors legitimitet. Også sektorens
Neopost Danmark A/S Årsrapport 2016/17 Annual report 2016/17 Årsregnskab 1. februar 2016-31. januar 2017 Financial statements for the period 1 February 2016-31 January 2017 Noter Notes to the financial
Baltic Development Forum
Baltic Development Forum 1 Intelligent Water Management in Cities and Companies developing and implementing innovative solutions to help achieve this objective. Hans-Martin Friis Møller Market and Development
How consumers attributions of firm motives for engaging in CSR affects their willingness to pay
Bachelor thesis Institute for management Author: Jesper Andersen Drescher Bscb(sustainability) Student ID: 300545 Supervisor: Mai Skjøtt Linneberg Appendix for: How consumers attributions of firm motives
Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov.
På dansk/in Danish: Aarhus d. 10. januar 2013/ the 10 th of January 2013 Kære alle Chefer i MUS-regi! Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov. Og
Ansøgning om godkendelse af pesticider. Gælder fra 1. januar 2014.
TABLE 1. Plant protection s: Chemical Category Product (new or renewal) Produktansøgni nger (nye eller forny) Type type 1. DK is the examining member state (E.g. Zonal RMS, new as in Dk, me-too or renewal
,
Tilbud til rækværk This offer contains proposals of balustrades taken from our real life realizations and has been created to facilitate selection process as an addition to our offer presented in the galleries
SPRINGby EJ Designteam
SPRINGby Designteam SPRING by Designteam DK: Erik Jørgensen introducerer Spring - en modulopbygget sofa, der rummer mange kombinationsmuligheder. Spring har en særdeles høj komfort i kraft af en fjedrende
X M Y. What is mediation? Mediation analysis an introduction. Definition
What is mediation? an introduction Ulla Hvidtfeldt Section of Social Medicine - Investigate underlying mechanisms of an association Opening the black box - Strengthen/support the main effect hypothesis
DEKRA hereby grants the right to use the ENEC KEMA-KEUR certification mark.
CERTIFICATE Issued to: Applicant: ALIT S.r.l. ia Padania 6 20853 Biassono (MB) - ITALY Manufacturer/Licensee: ALIT S.r.l. ia Padania 6 20853 Biassono (MB) - ITALY Product(s) : Electronic controlgear for
Carbondebt(kulstofgæld) hvad er det og hvordan reduceres det?
Carbondebt(kulstofgæld) hvad er det og hvordan reduceres det? Niclas Scott Bentsen Lektor, PhD Københavns Universitet Det Natur og Biovidenskabelige Fakultet Institut for Geovidenskab og Naturforvaltning
Aktivering af Survey funktionalitet
Surveys i REDCap REDCap gør det muligt at eksponere ét eller flere instrumenter som et survey (spørgeskema) som derefter kan udfyldes direkte af patienten eller forsøgspersonen over internettet. Dette
Our activities. Dry sales market. The assortment
First we like to start to introduce our activities. Kébol B.V., based in the heart of the bulb district since 1989, specialises in importing and exporting bulbs world-wide. Bulbs suitable for dry sale,
Episerver Digital Experience Cloud
Episerver Digital Experience Cloud January 2017 Lars Lytton Kejser Country Manager Episerver by the Numbers 8,800 30,000 280,000 $2.8B Customers served in 30 countries Web experiences powered globally
Black Jack --- Review. Spring 2012
Black Jack --- Review Spring 2012 Simulation Simulation can solve real-world problems by modeling realworld processes to provide otherwise unobtainable information. Computer simulation is used to predict
DM549. Hvilke udsagn er sande? Which propositions are true? Svar 1.a: x Z: x > x 1. Svar 2.h: x Z: y Z: x + y = 5. Svar 1.e: x Z: y Z: x + y < x y
DM549 Spørgsmål 1 (8%) Hvilke udsagn er sande? Which propositions are true? Svar 1.a: x Z: x > x 1 Svar 1.b: x Z: y Z: x + y = 5 Svar 1.c: x Z: y Z: x + y = 5 Svar 1.d: x Z: y Z: x 2 + 2y = 0 Svar 1.e:
Eric Nordenstam 1 Benjamin Young 2. FPSAC 12, Nagoya, Japan
Eric 1 Benjamin 2 1 Fakultät für Matematik Universität Wien 2 Institutionen för Matematik Royal Institute of Technology (KTH) Stockholm FPSAC 12, Nagoya, Japan The Aztec Diamond Aztec diamonds of orders
University of Copenhagen Faculty of Science Written Exam - 3. April Algebra 3
University of Copenhagen Faculty of Science Written Exam - 3. April 2009 Algebra 3 This exam contains 5 exercises which are to be solved in 3 hours. The exercises are posed in an English and in a Danish
Report on examination of the catalogues on the freezers in the MP archive, room 14.01.15
Annex 3.2.3.2 Report on examination of the catalogues on the freezers in the MP archive, room 14.01.15 11 April 2012 the Panel inspected the freezers in the MP archive, including the then newly found -
Avancerede bjælkeelementer med tværsnitsdeformation
Avancerede bjælkeelementer med tværsnitsdeformation Advanced beam element with distorting cross sections Kandidatprojekt Michael Teilmann Nielsen, s062508 Foråret 2012 Under vejledning af Jeppe Jönsson,
The GAssist Pittsburgh Learning Classifier System. Dr. J. Bacardit, N. Krasnogor G53BIO - Bioinformatics
The GAssist Pittsburgh Learning Classifier System Dr. J. Bacardit, N. Krasnogor G53BIO - Outline bioinformatics Summary and future directions Objectives of GAssist GAssist [Bacardit, 04] is a Pittsburgh
Kort A. Tidsbegrænset EF/EØS-opholdsbevis (anvendes til EF/EØS-statsborgere) (Card A. Temporary EU/EEA residence permit used for EU/EEA nationals)
DENMARK Residence cards EF/EØS opholdskort (EU/EEA residence card) (title on card) Kort A. Tidsbegrænset EF/EØS-opholdsbevis (anvendes til EF/EØS-statsborgere) (Card A. Temporary EU/EEA residence permit
Agenda. The need to embrace our complex health care system and learning to do so. Christian von Plessen Contributors to healthcare services in Denmark
Agenda The need to embrace our complex health care system and learning to do so. Christian von Plessen Contributors to healthcare services in Denmark Colitis and Crohn s association Denmark. Charlotte
I. Afgørelse efter biocidforordningen samt ændring af godkendelser eller tilladelser, meddelt efter biociddirektivet eller biocidforordningen
Oversigt over grundgebyr og tillægsgebyr for behandlingen af sager om biocidholdige produkter pr. 16. februar 2015 s and additional fees for work on cases on biocidal products Valid from 16 February 2015
Praktikevaluering Studerende (Internship evaluation Student)
Praktikevaluering Studerende (Internship evaluation Student) Husk at trykke "Send (Submit)" nederst (Remember to click "Send (Submit)" below - The questions are translated into English below each of the
Robotterne indtager udbud - Brugen af Big Data og AI i e-udbud
Robotterne indtager udbud - Brugen af Big Data og AI i e-udbud Odense Adelige Jomfrukloster, 1.november 2017 Claus Ipsen +45 53504351 cip@automade.dk Hvem er Claus? Baggrund Nørd inden for offentlig indkøb
Trolling Master Bornholm 2016 Nyhedsbrev nr. 3
Trolling Master Bornholm 2016 Nyhedsbrev nr. 3 English version further down Den første dag i Bornholmerlaks konkurrencen Formanden for Bornholms Trollingklub, Anders Schou Jensen (og meddomer i TMB) fik
Noter til kursusgang 9, IMAT og IMATØ
Noter til kursusgang 9, IMAT og IMATØ matematik og matematik-økonomi studierne 1. basissemester Esben Høg 4. november 013 Institut for Matematiske Fag Aalborg Universitet Esben Høg Noter til kursusgang
Det store overblik. Hundrede år med kvalitetsudvikling. Jacob Anhøj, overlæge, DIT. Diagnostisk Center, Rigshospitalet
Det store overblik Hundrede år med kvalitetsudvikling Jacob Anhøj, overlæge, DIT Diagnostisk Center, Rigshospitalet 2014 Noget om resultatstyring Eliminate management by numbers and goals. Instead, substitute
H2020 DiscardLess ( ) Lessons learnt. Chefkonsulent, seniorrådgiver Erling P. Larsen, DTU Aqua, Denmark,
H2020 DiscardLess (2015-2019) Lessons learnt www.discardless.eu Chefkonsulent, seniorrådgiver Erling P. Larsen, DTU Aqua, Denmark, Fra ændrede fiskeredskaber til cost-benefit analyser Endnu et skifte i
Barnets navn: Børnehave: Kommune: Barnets modersmål (kan være mere end et)
Forældreskema Barnets navn: Børnehave: Kommune: Barnets modersmål (kan være mere end et) Barnets alder: år og måneder Barnet begyndte at lære dansk da det var år Søg at besvare disse spørgsmål så godt
Tilmelding sker via stads selvbetjening indenfor annonceret tilmeldingsperiode, som du kan se på Studieadministrationens hjemmeside
Mandatory Core Topic: BUITA Om kurset Subject Activitytype Teaching language Registration Informatik master course English Tilmelding sker via stads selvbetjening indenfor annonceret tilmeldingsperiode,
Dagens tema. Kompetencemæssigt begiver vi os ud i de teknologiske forventninger fra Cloud computing til Robotteknologi og programmering
Digital revolution Torben Stolten Thomsen Projektleder og kvalitetskonsulent Medlem af NMC ekspertpanelet 2014-2015 tt@hansenberg.dk Telefon 79320368 eller 21203610 Dagens tema Hvilken revolution? Her
Engelsk. Niveau D. De Merkantile Erhvervsuddannelser September Casebaseret eksamen. og
052431_EngelskD 08/09/05 13:29 Side 1 De Merkantile Erhvervsuddannelser September 2005 Side 1 af 4 sider Casebaseret eksamen Engelsk Niveau D www.jysk.dk og www.jysk.com Indhold: Opgave 1 Presentation
Mandara. PebbleCreek. Tradition Series. 1,884 sq. ft robson.com. Exterior Design A. Exterior Design B.
Mandara 1,884 sq. ft. Tradition Series Exterior Design A Exterior Design B Exterior Design C Exterior Design D 623.935.6700 robson.com Tradition Series Exterior Design A w/opt. Golf Cart Garage Exterior
Sikkerhed & Revision 2013
Sikkerhed & Revision 2013 Samarbejde mellem intern revisor og ekstern revisor - og ISA 610 v/ Dorthe Tolborg Regional Chief Auditor, Codan Group og formand for IIA DK RSA REPRESENTATION WORLD WIDE 300
Aarhus Universitet, Science and Technology, Computer Science. Exam. Wednesday 27 June 2018, 9:00-11:00
Page 1/12 Aarhus Universitet, Science and Technology, Computer Science Exam Wednesday 27 June 2018, 9:00-11:00 Allowed aid: None The exam questions are answered on the problem statement that is handed
Bilag J - Beregning af forventet uheldstæthed på det tosporede vejnet i åbent land Andersen, Camilla Sloth
Aalborg Universitet Bilag J - Beregning af forventet uheldstæthed på det tosporede vejnet i åbent land Andersen, Camilla Sloth Publication date: 2014 Document Version Også kaldet Forlagets PDF Link to
Opsætning af Backup. Hvis programmet registreres korrekt vises nedenstående skærmbillede. Genstart herefter programmet.
Opsætning af Backup Dette er en guide til opsætning af backup med Octopus File Synchronizer. Det første der skal ske er, at programmet skal registreres (programmet kan dog bruges i 30 dage, hvis det ikke
Bachelorprojekt. Forår 2013 DMD10
+ Bachelorprojekt Forår 2013 DMD10 +! 1. Om at skrive bachelorprojekt! 2. Typer af bachelorprojekter! 3. To eksempler på DMD-projekter! 4. Overvejelser over samarbejdsformer, proces, sprog! 5. ITUs generelle
www.cfufilmogtv.dk Tema: Pets Fag: Engelsk Målgruppe: 4. klasse Titel: Me and my pet Vejledning Lærer
Me and my pet My dogs SVTV2, 2011, 5 min. Tekstet på engelsk Me and my pet er en svenskproduceret undervisningsserie til engelsk for børn i 4. klasse, som foregår på engelsk, i engelsktalende lande og
IBM WebSphere Operational Decision Management
IBM WebSphere Operational Decision Management 8 0 29., WebSphere Operational Decision Management 8, 0, 0. Copyright IBM Corporation 2008, 2012. ........... 1 :......... 1 1: Decision Center....... 3 1
DK - Quick Text Translation. HEYYER Net Promoter System Magento extension
DK - Quick Text Translation HEYYER Net Promoter System Magento extension Version 1.0 15-11-2013 HEYYER / Email Templates Invitation Email Template Invitation Email English Dansk Title Invitation Email
Danish Language Course for International University Students Copenhagen, 12 July 1 August Application form
Danish Language Course for International University Students Copenhagen, 12 July 1 August 2017 Application form Must be completed on the computer in Danish or English All fields are mandatory PERSONLIGE
University of Copenhagen Faculty of Science Written Exam - 8. April 2008. Algebra 3
University of Copenhagen Faculty of Science Written Exam - 8. April 2008 Algebra 3 This exam contains 5 exercises which are to be solved in 3 hours. The exercises are posed in an English and in a Danish
1 s01 - Jeg har generelt været tilfreds med praktikopholdet
Praktikevaluering Studerende (Internship evaluation Student) Husk at trykke "Send (Submit)" nederst (Remember to click "Send (Submit)" below - The questions are translated into English below each of the
Some results for the weighted Drazin inverse of a modified matrix
International Journal of Applied Mathematics Computation Journal homepage: www.darbose.in/ijamc ISSN: 0974-4665 (Print) 0974-4673 (Online) Volume 6(1) 2014 1 9 Some results for the weighted Drazin inverse
Automatic Code Orchestration from Descriptive Implementations
ft her Automatic Code Orchestration from Descriptive Implementations older Professor Brian Vinter Niels Bohr Institute KU ft her Automatic Code Orchestration from Descriptive Implementations Prototypin
Informationteknologi Generisk kodning af levende billeder og tilknyttet lydinformation Del 6: Udvidelser til DSM-CC
Dansk Standard Rettelsesblad DS/ISO/IEC 13818-6/Cor.1 1. udgave Godkendt:2000-06-23 Informationteknologi Generisk kodning af levende billeder og tilknyttet lydinformation Del 6: Udvidelser til DSM-CC Information
CLARIN-DK Status. info.clarin.dk. Bente Maegaard. National Coordinator Vice Executive Director
CLARIN-DK Status info.clarin.dk Bente Maegaard National Coordinator Vice Executive Director bmaegaard@hum.ku.dk Danish funding scheme First Danish CLARIN funding 2008-2011 - Research infrastructure funds