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www-ai.cs.tu-dortmund.de/LEHRE/FACHPROJEKT/SS12/paper/classification/bottou2005.pdf

bordes05a.dvi

QT ∪QT+1∪QT+2∪QT+2 | A )≥ n−2 P( QT ∪QT+1∪QT+2∪QT+2 | B )≥ n−2 P( QT ∪QT+1∪QT+2∪QT+2 |C )≥ n−2. Sincept = P(Qt | A∪B∪C) and since the eventsA, B, andC are disjoint, we have pT + pT+1 + pT+2 + pT+4≥ P( QT [...] Error SV KCalc Time Waveform 8.82% 1006 4.2M 3.2s 8.68% 948 2.2M 2.7s Banana 9.96% 873 6.8M 9.9s 9.98% 869 6.7M 10.0s Reuters 2.76% 1493 11.8M 24s 2.76% 1504 9.2M 31.4s USPS 0.41% 236 1.97M 13.5s 0.43% 201 [...] ∣≤ 1 2 λ2‖ut‖ 2H or, more specifically, f (xt−1 +λut)− f (xt−1)−λu′t∇ f (xt−1) ≥ − 1 2 λ2‖ut‖ 2H. Combining these inequalities yields f (xt)− f (xt−1)≥ f (xt−1 +λut)− f (xt−1)≥ λu′t∇ f (xt−1)− 1 2 λ2‖ut‖ …
1. dbis
2. Publications
3. 2012
4. Skeleton Automata for FPGAs
SIGMOD 2011 Reviews

(please number them S1,S2,..) S1. The paper proposes a new FPGAs-based stream processing engine with high speed and high resource utilization for dynamic XML query workload. S2. The paper proposes three [...] them W1,W2,...) W1. The assumption of the paper seems to be too strict. The paper assumes that the clock of the proposed system is fully synchronized with the input rate of XML data stream. W2. Performance [...] of the paper (please number them S1,S2,..) S1: The approach allows a large number of frequently changing queries to share a single XML stream sent through one FPGA. S2: The design combines low- and high-level …
dm.cs.tu-dortmund.de/mlbits/frequent-pattern-acceleration/

Scaling Frequent Itemset Mining – Lecture Notes

large \(|I|\) , even just the 2-itemsets may exceed our memory: \(O(|I|^2)\) entries, and counting on-disk is unbearably slow Finding 2-itemsets We will first focus on 2-itemsets only! if we have \(M=|F_1|\leq [...] we need to count \(|C_2|=M^2\) pairs for triples, we usually do not have to count \(M^3\) triples because of Apriori pruning (in the Netflix example, we even had \(|C_3|\lt{}|C_2|\) !) Counting All Pairs [...] Walmart), and want to count all pairs: Triangular matrix : \(n\cdot (n-1)/2\) cells, 4 bytes each ⇝ \(n(n-1)/2\cdot 4 \approx 2\cdot 10^{10} = 20\) GB RAM Sparse matrix : store only non-zero matrix cells …
dm.cs.tu-dortmund.de/mlbits/neural-nlp-beyond-word2vec/

Beyond Word2Vec – Lecture Notes

Beyond Word2Vec – Lecture Notes Computer Science Department Home Team Teaching Research Projects Publications ML Bits Beyond Word2Vec These contents were automatically converted from lecture slides. Some [...] of frequent cooccurrences, e.g., \(f(x)=\min\{ (x/x_\max)^\alpha, 1 \}\) . From word2vec to Paragraph Vectors ( doc2vec ) [ LeMi14 ] The early approaches used the average word vector, but it did not work [...] each (training) paragraph/document. FastText [ BGJM17 ; GMJB17 ] Original word2vec only used the most frequent words. ⇝ no word2vec vectors for rare or unseen words. Idea: can we (also) use character n-grams …
dm.cs.tu-dortmund.de/en/mlbits/frequent-pattern-acceleration/

Scaling Frequent Itemset Mining – Lecture Notes

large \(|I|\) , even just the 2-itemsets may exceed our memory: \(O(|I|^2)\) entries, and counting on-disk is unbearably slow Finding 2-itemsets We will first focus on 2-itemsets only! if we have \(M=|F_1|\leq [...] we need to count \(|C_2|=M^2\) pairs for triples, we usually do not have to count \(M^3\) triples because of Apriori pruning (in the Netflix example, we even had \(|C_3|\lt{}|C_2|\) !) Counting All Pairs [...] Walmart), and want to count all pairs: Triangular matrix : \(n\cdot (n-1)/2\) cells, 4 bytes each ⇝ \(n(n-1)/2\cdot 4 \approx 2\cdot 10^{10} = 20\) GB RAM Sparse matrix : store only non-zero matrix cells …
dm.cs.tu-dortmund.de/en/mlbits/neural-nlp-beyond-word2vec/

Beyond Word2Vec – Lecture Notes

Beyond Word2Vec – Lecture Notes Computer Science Department Home Team Teaching Research Projects Publications ML Bits Beyond Word2Vec These contents were automatically converted from lecture slides. Some [...] of frequent cooccurrences, e.g., \(f(x)=\min\{ (x/x_\max)^\alpha, 1 \}\) . From word2vec to Paragraph Vectors ( doc2vec ) [ LeMi14 ] The early approaches used the average word vector, but it did not work [...] each (training) paragraph/document. FastText [ BGJM17 ; GMJB17 ] Original word2vec only used the most frequent words. ⇝ no word2vec vectors for rare or unseen words. Idea: can we (also) use character n-grams …
1. REB
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Juniorprofessur REB Graue Literatur

Future Living I BA MS Seminar WS 2009|10 / IBK 2 University of Stuttgart Albus J., Gernun L. (cand. arch.) Future Living II BA MS Seminar WS 2010|11 / IBK 2 University of Stuttgart Albus J., Zindel J. (cand [...] China Renewables BA MS Seminar SS 2011 IBK 2 University of Stuttgart Albus J., Pralow S. (cand. arch.) Shelter Unit BA MS Seminar + Design Class WS 2011|12 / IBK 2 University of Stuttgart Albus J., Robanus [...] material und bauteil BA MS Seminar SS 2012 IBK 2 University of Stuttgart Albus J., Robanus S. Building Integrated Solarthermal BA MS Seminar SS 2012 IBK 2 University of Stuttgart Albus J., Robanus S. Building …
www.mathematik.tu-dortmund.de/fileadmin/user_upload/0000_FKM/S_L-Studiengaenge/Nebenfach-POs-2019-Statistik.pdf

Nebenfach-POs-2019-Version2022

Statistik, 4,5 LP im SoSe) NM2*: Schätzen und Testen I, 9 LP, WiSe (=BS 7) Darüber hinaus sind ein Modul aus dem Bereich "Wahlpflicht 1" sowie 9 LP aus dem Bereich "Wahlpflicht 2" zu absolvieren. Wahlpflicht [...] Erhebungstechniken, 4,5 LP, WiSe ODER o Grundlagen der Versuchsplanung, 4,5 LP, SoSe Wahlpflicht 2: 9 LP (2 mal 4,5 LP oder 9 LP) NM4*: Spezielle Gebiete der Statistik • Module aus Datenerhebung, je 4,5 [...] Interpretation der Lösung in die Sprache der Anwendung vornehmen. (vgl. Bachelor-Prüfungsordnung, § 2 Ziel des Studiums) Im Bachelorstudium werden (mindestens) 30 Leistungspunkte im Nebenfach erbracht. …
1. HET
2. WG Stamou
Neuigkeiten AG Stamou

Light Dark Vectors Werfen Sie einen Blick auf unsere neue Veröffentlichung! 10.04.2024 2. Charm-inDor Workshop Der 2. Charm-inDor Wirkshop findet statt am 23.-24.04.2024! 02.04.2024 58th Rencontres de Moriond [...] 1 2 3 Nächste 13.02.2025 Revisiting the φ^6 Theory in Three Dimensions at Large N Werfen Sie einen Blick auf unsere neue Veröffentlichung! 27.09.2024 DESY Theory Workshop 24 Vom 24.-27.09.24 fand der DESY [...] Moriond 2024 Vom 24.03. bis zum 31.03. fand die 58. Begegnung von Moriond statt! 1 2 3 Nächste …
1. MS
2. Teaching
3. Vorherige Semester
Wintersemester 2023/2024 LS4

Föster 040113 2 RVS Übung Andreas Blume , Erik van den Akker 040114 2 Seminare Veranstaltung Veranstalter Veranstaltungsnummer SWS Demand-Aware Networks Prof. Dr. Dr. Klaus-Tycho Förster 041408 2 Proseminare [...] Prof. Dr. Peter Buchholz, Prof. Dr. Dr. Klaus-Tycho Förster , Prof. Dr.-Ing. Heinz Beilner 049041/2 …