Vorlesung „Maschinelles Lernen“, WS 2006/7, Informatik LS8, Prof

Vorlesung „Maschinelles Lernen“, WS 2006/7, Informatik LS8, Prof Vorlesung „Maschinelles Lernen“, WS 2006/7, Informatik LS8, Prof. Dr. Katharina Morik Übungsaufgaben Zettel 7 10 P Sie haben in der Vorlesung …

Microsoft PowerPoint - FINALDIMVApresentation.ppt [Compatibility Mode]

MP3 TP rate 63.8 95.0 31.2 FP rate 32.3 0.2 32.1 JPG TP rate 76.3 95.4 19.1 FP rate 35.7 2.7 33.0 PDF TP rate 75.4 84.5 9.1 FP rate 46.8 31.8 15.0 ZIP TP rate 60.0 90.4 30.4 FP rate 29.9 8.3 21.6 EXE TP rate [...] TP rate 54.1 84.9 30.8 FP t 47 3 16 7 10 6 22 FP rate 47.3 16.7 10.6 DOC TP rate 65.6 66.3 0.7 FP rate 48.8 29.2 19.6 Conclusion & Future Work 23 ConclusionConclusion AdvantagesAdvantages • Ability do i [...]  entropy rate, py Threshold based detection using Gaussianity of sum of sampled  entropy rate distribution 8 py n‐gram analysisn gram analysis n‐gram Definition [en‐wikipedia] • An n gram is a sequence of n symbols …

{A,B,D} hinzu A,B,D 2 −2 ∗ log( 2 8 ) = 4 A,D 1 −1 ∗ log( 1 8 ) = 3 A 2 −2 ∗ log( 2 8 ) = 4 D 1 −1 ∗ log( 1 8 ) = 3 B 0 −0 ∗ log( 0 8 ) = 0 C 2 −2 ∗ log( 2 8 ) = 4 8 18 → Wähle dies als neue Kompression [...] = 2,1 A,B,D 1 −1 ∗ log( 1 8 ) = 2,1 A 3 −3 ∗ log( 3 8 ) = 4,2 D 2 −2 ∗ log( 2 8 ) = 4 B 0 −0 ∗ log( 0 8 ) = 0 C 1 −1 ∗ log( 1 8 ) = 2,1 8 14,5 → Wähle dies als neue Kompression! Schritt 6: Pruning von [...] Schritt 7: Naive Kompression, füge {A,C} hinzu A,B,C,D 1 −1 ∗ log( 1 7 ) = 2,8 A,B,D 1 −1 ∗ log( 1 7 ) = 2,8 A,C 1 −1 ∗ log( 1 7 ) = 2,8 A 2 −2 ∗ log( 2 7 ) = 3,6 D 2 −2 ∗ log( 2 7 ) = 3,6 B 0 −0 ∗ log( 0 7 ) …

Microsoft Word - Abdel_Salam_hepatoprotective_proof.doc

71.0 ± 4 188.4 ± 11.0 159.3 ± 8.6 98.4 ± 6.1*+# 55.5 ± 4.9*+ 107.1 ± 6.9*+# 89.7 ± 5.6*+ 71.2 ± 5.4*+ AST (U/l) 80.3 ± 6.3 181.7 ± 13.6 169.0 ± 12.6 101.6 ± 7.6*+ 66.8 ± 3.8*+ 109.3 ± 7.6*+# 87.2 ± 6.2*+ [...] plasma ALT by 44.1- 63.3 %, AST by 47.8-70.6 %, ALP by 41.7-67.2 %, respectively compared to controls. Aspar- tame at 0.625 or 1.25 mg/kg reduced plasma ALT by 39.8-52.0 %, AST by 43.2-52.4 % and ALP by [...] stomach of mice at increasing concentrations of 4.8 µM-0.48 mM, resulted in inhibition of the nociceptive behavior induced by subse- EXCLI Journal 2009;8:41-49 – ISSN 1611-2156 Received: January 31, 2009 …

Microsoft Word - Oreocnide_060509_proof.doc

20±0.20 12.90±0.50 8.90±0.10 8.90±0.40 9.70±0.20 9.40±0.30 10.30±0.20 12.40±0.20c 6.40±0.20 6.40±0.10 6.60±0.10 6.20±0.10 6.40±0.20 12.90±0.20 10.35±0.25c 9.85±0.15c 8.60±0.30c 8.20±0.20 8.70±0.20c 25.61±0 [...] 20 111.6± 9.70 100.6± 4.70 VI DC 432.4±23.26 456.2±27.05 412.8±16.15 423.1±13.15 429.3±23.10 VII DC + O.I 100 427.7±16.51 415.8±13.85 400.8±13.65 381.2±19.00 367.4±17.20 VIII DC + O.I 250 433.3±12.99 412 [...] VII DC + O.I 100 71.7±1.30 74.8±2.58 72.2±1.84 128.0±2.66 VIII DC + O.I 250 66.8±1.85 67.2±2.11 67.9±1.49 120.0±1.36 IX DC + O.I 500 54.2±1.83a 53.6±3.38a 51.2±1.18c 107.8±2.49b X DC + O.I 750 47.0±1.31b …