Commits

Grzegorz Chrupała committed eaa7e24

Done up to experiments with oLDA.

Comments (0)

Files changed (3)

doc/clin-2012/delta-h-alpha-mrr.pdf

 %âăĎÓ\r
 1 0 obj
 <<
-/CreationDate (D:20120118192156)
-/ModDate (D:20120118192156)
+/CreationDate (D:20120118193425)
+/ModDate (D:20120118193425)
 /Title (R Graphics Output)
 /Producer (R 2.13.1)
 /Creator (R)
 >>
 stream
 1 J 1 j q
-Q q 59.04 187.61 270.72 19.75 re W n
+Q q 59.04 267.84 414.72 177.12 re W n
+/sRGB CS 0.000 0.000 0.000 SCN
+1.50 w
+[] 0 d
+1 J
+1 j
+10.00 M
+81.47 333.27 m 163.33 348.73 l S
+176.93 353.10 m 259.87 391.61 l S
+273.44 396.17 m 278.56 397.28 l S
+292.80 399.07 m 297.60 399.24 l S
+311.97 400.15 m 316.83 400.59 l S
+331.19 401.58 m 336.01 401.81 l S
+350.39 402.60 m 355.21 402.89 l S
+369.57 402.74 m 374.43 402.33 l S
+388.80 401.62 m 393.60 401.55 l S
+407.95 400.62 m 412.85 400.06 l S
+427.04 397.72 m 432.16 396.62 l S
+446.21 393.46 m 451.39 392.25 l S
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 71.44 329.34 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 167.44 347.47 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 263.44 392.05 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 282.64 396.22 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 301.84 396.90 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 321.04 398.64 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 340.24 399.56 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 359.44 400.74 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 378.64 399.13 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 397.84 398.84 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 417.04 396.64 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 436.24 392.51 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 455.44 388.02 Tm (l) Tj 0 Tr
+ET
+Q q
+/sRGB CS 0.000 0.000 0.000 SCN
+0.75 w
+[] 0 d
+1 J
+1 j
+10.00 M
+59.04 274.40 m 59.04 438.40 l S
+59.04 274.40 m 51.84 274.40 l S
+59.04 307.20 m 51.84 307.20 l S
+59.04 340.00 m 51.84 340.00 l S
+59.04 372.80 m 51.84 372.80 l S
+59.04 405.60 m 51.84 405.60 l S
+59.04 438.40 m 51.84 438.40 l S
+BT
+/sRGB cs 0.000 0.000 0.000 scn
+/F2 1 Tf 0.00 14.00 -14.00 0.00 41.76 264.67 Tm (0.0) Tj
+ET
+BT
+/F2 1 Tf 0.00 14.00 -14.00 0.00 41.76 297.47 Tm (0.1) Tj
+ET
+BT
+/F2 1 Tf 0.00 14.00 -14.00 0.00 41.76 330.27 Tm (0.2) Tj
+ET
+BT
+/F2 1 Tf 0.00 14.00 -14.00 0.00 41.76 363.07 Tm (0.3) Tj
+ET
+BT
+/F2 1 Tf 0.00 14.00 -14.00 0.00 41.76 395.87 Tm (0.4) Tj
+ET
+BT
+/F2 1 Tf 0.00 14.00 -14.00 0.00 41.76 428.67 Tm (0.5) Tj
+ET
+59.04 267.84 m
+473.76 267.84 l
+473.76 444.96 l
+59.04 444.96 l
+59.04 267.84 l
+S
+Q q 0.00 252.00 504.00 252.00 re W n
+BT
+/sRGB cs 0.000 0.000 0.000 scn
+/F2 1 Tf 0.00 14.00 -14.00 0.00 12.96 340.46 Tm (MRR) Tj
+ET
+Q q 59.04 73.44 414.72 162.72 re W n
+Q q 59.04 73.44 414.72 162.72 re W n
 /sRGB CS 0.000 0.000 1.000 SCN
 1.50 w
 [] 0 d
 1 J
 1 j
 10.00 M
-76.26 194.99 m 124.54 196.55 l S
-138.91 197.35 m 187.22 201.18 l S
+81.60 102.38 m 163.20 102.38 l S
+177.60 102.38 m 259.20 102.38 l S
+273.60 102.38 m 278.40 102.38 l S
+291.78 106.09 m 298.62 110.19 l S
+309.44 119.40 m 319.36 131.13 l S
+329.39 141.40 m 337.81 148.84 l S
+349.46 157.17 m 356.14 160.97 l S
+368.94 167.54 m 375.06 170.36 l S
+388.19 176.28 m 394.21 178.93 l S
+407.76 183.67 m 413.04 185.08 l S
+427.05 188.39 m 432.15 189.45 l S
+442.68 197.22 m 454.92 219.41 l S
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 66.10 192.16 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 71.44 99.79 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 128.77 194.18 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 167.44 99.79 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 191.44 199.15 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 263.44 99.79 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 203.97 199.62 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 282.64 99.79 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 216.50 199.70 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 301.84 111.30 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 229.04 199.89 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 321.04 134.04 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 241.57 199.99 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 340.24 151.01 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 254.10 200.12 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 359.44 161.93 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 266.64 199.94 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 378.64 170.78 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 279.17 199.91 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 397.84 179.23 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 291.70 199.67 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 417.04 184.33 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 304.24 199.21 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 436.24 188.32 Tm (l) Tj 0 Tr
 ET
 BT
-/F1 1 Tf 1 Tr 7.48 0 0 7.48 316.77 198.70 Tm (l) Tj 0 Tr
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 455.44 223.12 Tm (l) Tj 0 Tr
 ET
-Q q 0.00 0.00 360.00 266.40 re W n
+Q q
 /sRGB CS 0.000 0.000 0.000 SCN
 0.75 w
 [] 0 d
 1 J
 1 j
 10.00 M
-59.04 188.34 m 59.04 206.63 l S
-59.04 188.34 m 51.84 188.34 l S
-59.04 192.00 m 51.84 192.00 l S
-59.04 195.66 m 51.84 195.66 l S
-59.04 199.31 m 51.84 199.31 l S
-59.04 202.97 m 51.84 202.97 l S
-59.04 206.63 m 51.84 206.63 l S
+74.40 73.44 m 458.40 73.44 l S
+74.40 73.44 m 74.40 66.24 l S
+170.40 73.44 m 170.40 66.24 l S
+266.40 73.44 m 266.40 66.24 l S
+362.40 73.44 m 362.40 66.24 l S
+458.40 73.44 m 458.40 66.24 l S
 BT
 /sRGB cs 0.000 0.000 0.000 scn
-/F2 1 Tf 0.00 14.00 -14.00 0.00 41.76 178.61 Tm (0.0) Tj
+/F2 1 Tf 12.00 0.00 -0.00 12.00 62.72 47.52 Tm (0.40) Tj
 ET
-59.04 187.61 m
-329.76 187.61 l
-329.76 207.36 l
-59.04 207.36 l
-59.04 187.61 l
+BT
+/F2 1 Tf 12.00 0.00 -0.00 12.00 158.72 47.52 Tm (0.45) Tj
+ET
+BT
+/F2 1 Tf 12.00 0.00 -0.00 12.00 254.72 47.52 Tm (0.50) Tj
+ET
+BT
+/F2 1 Tf 12.00 0.00 -0.00 12.00 350.72 47.52 Tm (0.55) Tj
+ET
+BT
+/F2 1 Tf 12.00 0.00 -0.00 12.00 446.72 47.52 Tm (0.60) Tj
+ET
+59.04 106.80 m 59.04 230.13 l S
+59.04 106.80 m 51.84 106.80 l S
+59.04 159.92 m 51.84 159.92 l S
+59.04 190.99 m 51.84 190.99 l S
+59.04 213.03 m 51.84 213.03 l S
+59.04 230.13 m 51.84 230.13 l S
+BT
+/F2 1 Tf 0.00 12.00 -12.00 0.00 41.76 103.46 Tm (1) Tj
+ET
+BT
+/F2 1 Tf 0.00 12.00 -12.00 0.00 41.76 156.58 Tm (2) Tj
+ET
+BT
+/F2 1 Tf 0.00 12.00 -12.00 0.00 41.76 187.65 Tm (3) Tj
+ET
+BT
+/F2 1 Tf 0.00 12.00 -12.00 0.00 41.76 209.70 Tm (4) Tj
+ET
+BT
+/F2 1 Tf 0.00 12.00 -12.00 0.00 41.76 226.80 Tm (5) Tj
+ET
+59.04 73.44 m
+473.76 73.44 l
+473.76 236.16 l
+59.04 236.16 l
+59.04 73.44 l
 S
-Q q 0.00 114.17 360.00 152.23 re W n
+Q q 0.00 0.00 504.00 252.00 re W n
 BT
 /sRGB cs 0.000 0.000 0.000 scn
-/F2 1 Tf 0.00 14.00 -14.00 0.00 12.96 181.55 Tm (MRR) Tj
+/F6 1 Tf 12.00 0.00 -0.00 12.00 262.61 16.06 Tm (a) Tj
 ET
-Q q 59.04 73.44 270.72 -18.31 re W n
+BT
+/F2 1 Tf 0.00 12.00 -12.00 0.00 12.96 150.80 Tm (K) Tj
+ET
+Q q 59.04 73.44 414.72 162.72 re W n
+/sRGB CS 1.000 0.000 0.000 SCN
+0.75 w
+[] 0 d
+1 J
+1 j
+10.00 M
+81.60 79.65 m 163.20 81.69 l S
+176.38 85.88 m 260.42 142.25 l S
+269.57 152.73 m 282.43 178.96 l S
+291.14 190.03 m 299.26 196.78 l S
+311.08 204.90 m 317.72 208.62 l S
+330.32 215.59 m 336.88 219.17 l S
+350.21 224.26 m 355.39 225.48 l S
+369.51 228.24 m 374.49 229.02 l S
+388.76 229.42 m 393.64 228.94 l S
+407.91 227.09 m 412.89 226.30 l S
+427.20 224.99 m 432.00 224.88 l S
+442.50 218.31 m 455.10 193.84 l S
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 71.44 76.87 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 167.44 79.27 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 263.44 143.66 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 282.64 182.83 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 301.84 198.78 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 321.04 209.55 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 340.24 220.03 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 359.44 224.53 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 378.64 227.54 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 397.84 225.63 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 417.04 222.57 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 436.24 222.12 Tm (l) Tj 0 Tr
+ET
+BT
+/F1 1 Tf 1 Tr 7.48 0 0 7.48 455.44 184.85 Tm (l) Tj 0 Tr
+ET
+Q q 0.00 0.00 504.00 252.00 re W n
+Q q
+/sRGB CS 0.000 0.000 0.000 SCN
+0.75 w
+[] 0 d
+1 J
+1 j
+10.00 M
+473.76 73.44 m 473.76 236.16 l S
+473.76 116.90 m 480.96 116.90 l S
+473.76 162.26 m 480.96 162.26 l S
+473.76 207.62 m 480.96 207.62 l S
+BT
+/sRGB cs 0.000 0.000 0.000 scn
+/F2 1 Tf 0.00 12.00 -12.00 0.00 499.68 108.56 Tm (0.2) Tj
+ET
+BT
+/F2 1 Tf 0.00 12.00 -12.00 0.00 499.68 153.92 Tm (0.4) Tj
+ET
+BT
+/F2 1 Tf 0.00 12.00 -12.00 0.00 499.68 199.28 Tm (0.6) Tj
+ET
+Q q 59.04 73.44 414.72 162.72 re W n
+/sRGB cs 1.000 1.000 1.000 scn
+/sRGB CS 0.000 0.000 0.000 SCN
+0.75 w
+[] 0 d
+1 J
+1 j
+10.00 M
+388.87 125.28 84.89 -51.84 re B
+/sRGB cs 0.000 0.000 1.000 scn
+401.83 112.32 10.37 -8.64 re B
+/sRGB cs 1.000 0.000 0.000 scn
+401.83 95.04 10.37 -8.64 re B
+BT
+/sRGB cs 0.000 0.000 0.000 scn
+/F2 1 Tf 14.00 0.00 -0.00 14.00 425.16 102.97 Tm (K) Tj
+ET
+BT
+/F2 1 Tf 14.00 0.00 -0.00 14.00 425.16 86.17 Tm (K) Tj
+ET
+BT
+/F2 1 Tf 10.00 0.00 -0.00 10.00 434.50 83.60 Tm (t) Tj
+ET
+BT
+/F2 1 Tf 10.00 0.00 -0.00 10.00 437.28 83.60 Tm (e) Tj
+ET
+BT
+/F2 1 Tf 10.00 0.00 -0.00 10.00 442.84 83.60 Tm (s) Tj
+ET
+BT
+/F2 1 Tf 10.00 0.00 -0.00 10.00 447.84 83.60 Tm (t) Tj
+ET
+452.45 84.40 m
+456.11 97.99 l
+S
+BT
+/F2 1 Tf 14.00 0.00 -0.00 14.00 457.94 86.17 Tm (K) Tj
+ET
 Q
 endstream
 endobj
 9 0 obj
-1656
+7516
 endobj
 3 0 obj
 <<
 7 0 R
 ]
 /Count 1
-/MediaBox [0 0 360 266]
+/MediaBox [0 0 504 504]
 >>
 endobj
 4 0 obj
 <<
 /ProcSet [/PDF /Text]
-/Font << /F1 11 0 R /F2 12 0 R >>
+/Font << /F1 11 0 R /F2 12 0 R /F6 13 0 R >>
 /ExtGState << >>
 /ColorSpace << /sRGB 5 0 R >>
 >>
 /BaseFont /Helvetica
 /Encoding 10 0 R
 >> endobj
-xref
-0 13
-0000000000 65535 f 
-0000000021 00000 n 
-0000000164 00000 n 
-0000002021 00000 n 
-0000002104 00000 n 
-0000002228 00000 n 
-0000002261 00000 n 
-0000000213 00000 n 
-0000000293 00000 n 
-0000002001 00000 n 
-0000011797 00000 n 
-0000012055 00000 n 
-0000012139 00000 n 
-trailer
-<<
-/Size 13
-/Info 1 0 R
-/Root 2 0 R
->>
-startxref
-12237
-%%EOF
-ve /dotaccent
-/dieresis /.notdef /ring /cedilla /.notdef /hungarumlaut /ogonek /caron /space]
->>
-endobj
-11 0 obj
-<<
-/Type /Font
-/Subtype /Type1
-/Name /F1
-/BaseFont /ZapfDingbats
->>
-endobj
-12 0 obj <<
-/Type /Font
-/Subtype /Type1
-/Name /F2
-/BaseFont /Helvetica
-/Encoding 10 0 R
->> endobj
-xref
-0 13
-0000000000 65535 f 
-0000000021 00000 n 
-0000000164 00000 n 
-0000002646 00000 n 
-0000002729 00000 n 
-0000002853 00000 n 
-0000002886 00000 n 
-0000000213 00000 n 
-0000000293 00000 n 
-0000002626 00000 n 
-0000012422 00000 n 
-0000012680 00000 n 
-0000012764 00000 n 
-trailer
-<<
-/Size 13
-/Info 1 0 R
-/Root 2 0 R
->>
-startxref
-12862
-%%EOF
-f 0f ec
-10 09 10 26 10 43 10 61 10 7e 10 9b 10 b9 10 d7
-10 f5 11 13 11 31 11 4f 11 6d 11 8c 11 aa 11 c9
-11 e8 12 07 12 26 12 45 12 64 12 84 12 a3 12 c3
-12 e3 13 03 13 23 13 43 13 63 13 83 13 a4 13 c5
-13 e5 14 06 14 27 14 49 14 6a 14 8b 14 ad 14 ce
-14 f0 15 12 15 34 15 56 15 78 15 9b 15 bd 15 e0
-16 03 16 26 16 49 16 6c 16 8f 16 b2 16 d6 16 fa
-17 1d 17 41 17 65 17 89 17 ae 17 d2 17 f7 18 1b
-18 40 18 65 18 8a 18 af 18 d5 18 fa 19 20 19 45
-19 6b 19 91 19 b7 19 dd 1a 04 1a 2a 1a 51 1a 77
-1a 9e 1a c5 1a ec 1b 14 1b 3b 1b 63 1b 8a 1b b2
-1b da 1c 02 1c 2a 1c 52 1c 7b 1c a3 1c cc 1c f5
-1d 1e 1d 47 1d 70 1d 99 1d c3 1d ec 1e 16 1e 40
-1e 6a 1e 94 1e be 1e e9 1f 13 1f 3e 1f 69 1f 94
-1f bf 1f ea 20 15 20 41 20 6c 20 98 20 c4 20 f0
-21 1c 21 48 21 75 21 a1 21 ce 21 fb 22 27 22 55
-22 82 22 af 22 dd 23 0a 23 38 23 66 23 94 23 c2
-23 f0 24 1f 24 4d 24 7c 24 ab 24 da 25 09 25 38
-25 68 25 97 25 c7 25 f7 26 27 26 57 26 87 26 b7
-26 e8 27 18 27 49 27 7a 27 ab 27 dc 28 0d 28 3f
-28 71 28 a2 28 d4 29 06 29 38 29 6b 29 9d 29 d0
-2a 02 2a 35 2a 68 2a 9b 2a cf 2b 02 2b 36 2b 69
-2b 9d 2b d1 2c 05 2c 39 2c 6e 2c a2 2c d7 2d 0c
-2d 41 2d 76 2d ab 2d e1 2e 16 2e 4c 2e 82 2e b7
-2e ee 2f 24 2f 5a 2f 91 2f c7 2f fe 30 35 30 6c
-30 a4 30 db 31 12 31 4a 31 82 31 ba 31 f2 32 2a
-32 63 32 9b 32 d4 33 0d 33 46 33 7f 33 b8 33 f1
-34 2b 34 65 34 9e 34 d8 35 13 35 4d 35 87 35 c2
-35 fd 36 37 36 72 36 ae 36 e9 37 24 37 60 37 9c
-37 d7 38 14 38 50 38 8c 38 c8 39 05 39 42 39 7f
-39 bc 39 f9 3a 36 3a 74 3a b2 3a ef 3b 2d 3b 6b
-3b aa 3b e8 3c 27 3c 65 3c a4 3c e3 3d 22 3d 61
-3d a1 3d e0 3e 20 3e 60 3e a0 3e e0 3f 21 3f 61
-3f a2 3f e2 40 23 40 64 40 a6 40 e7 41 29 41 6a
-41 ac 41 ee 42 30 42 72 42 b5 42 f7 43 3a 43 7d
-43 c0 44 03 44 47 44 8a 44 ce 45 12 45 55 45 9a
-45 de 46 22 46 67 46 ab 46 f0 47 35 47 7b 47 c0
-48 05 48 4b 48 91 48 d7 49 1d 49 63 49 a9 49 f0
-4a 37 4a 7d 4a c4 4b 0c 4b 53 4b 9a 4b e2 4c 2a
-4c 72 4c ba 4d 02 4d 4a 4d 93 4d dc 4e 25 4e 6e
-4e b7 4f 00 4f 49 4f 93 4f dd 50 27 50 71 50 bb
-51 06 51 50 51 9b 51 e6 52 31 52 7c 52 c7 53 13
-53 5f 53 aa 53 f6 54 42 54 8f 54 db 55 28 55 75
-55 c2 56 0f 56 5c 56 a9 56 f7 57 44 57 92 57 e0
-58 2f 58 7d 58 cb 59 1a 59 69 59 b8 5a 07 5a 56
-5a a6 5a f5 5b 45 5b 95 5b e5 5c 35 5c 86 5c d6
-5d 27 5d 78 5d c9 5e 1a 5e 6c 5e bd 5f 0f 5f 61
-5f b3 60 05 60 57 60 aa 60 fc 61 4f 61 a2 61 f5
-62 49 62 9c 62 f0 63 43 63 97 63 eb 64 40 64 94
-64 e9 65 3d 65 92 65 e7 66 3d 66 92 66 e8 67 3d
-67 93 67 e9 68 3f 68 96 68 ec 69 43 69 9a 69 f1
-6a 48 6a 9f 6a f7 6b 4f 6b a7 6b ff 6c 57 6c af
-6d 08 6d 60 6d b9 6e 12 6e 6b 6e c4 6f 1e 6f 78
-6f d1 70 2b 70 86 70 e0 71 3a 71 95 71 f0 72 4b
-72 a6 73 01 73 5d 73 b8 74 14 74 70 74 cc 75 28
-75 85 75 e1 76 3e 76 9b 76 f8 77 56 77 b3 78 11
-78 6e 78 cc 79 2a 79 89 79 e7 7a 46 7a a5 7b 04
-7b 63 7b c2 7c 21 7c 81 7c e1 7d 41 7d a1 7e 01
-7e 62 7e c2 7f 23 7f 84 7f e5 80 47 80 a8 81 0a
-81 6b 81 cd 82 30 82 92 82 f4 83 57 83 ba 84 1d
-84 80 84 e3 85 47 85 ab 86 0e 86 72 86 d7 87 3b
-87 9f 88 04 88 69 88 ce 89 33 89 99 89 fe 8a 64
-8a ca 8b 30 8b 96 8b fc 8c 63 8c ca 8d 31 8d 98
-8d ff 8e 66 8e ce 8f 36 8f 9e 90 06 90 6e 90 d6
-91 3f 91 a8 92 11 92 7a 92 e3 93 4d 93 b6 94 20
-94 8a 94 f4 95 5f 95 c9 96 34 96 9f 97 0a 97 75
-97 e0 98 4c 98 b8 99 24 99 90 99 fc 9a 68 9a d5
-9b 42 9b af 9c 1c 9c 89 9c f7 9d 64 9d d2 9e 40
-9e ae 9f 1d 9f 8b 9f fa a0 69 a0 d8 a1 47 a1 b6
-a2 26 a2 96 a3 06 a3 76 a3 e6 a4 56 a4 c7 a5 38
-a5 a9 a6 1a a6 8b a6 fd a7 6e a7 e0 a8 52 a8 c4
-a9 37 a9 a9 aa 1c aa 8f ab 02 ab 75 ab e9 ac 5c
-ac d0 ad 44 ad b8 ae 2d ae a1 af 16 af 8b b0 00
-b0 75 b0 ea b1 60 b1 d6 b2 4b b2 c2 b3 38 b3 ae
-b4 25 b4 9c b5 13 b5 8a b6 01 b6 79 b6 f0 b7 68
-b7 e0 b8 59 b8 d1 b9 4a b9 c2 ba 3b ba b5 bb 2e
-bb a7 bc 21 bc 9b bd 15 bd 8f be 0a be 84 be ff
-bf 7a bf f5 c0 70 c0 ec c1 67 c1 e3 c2 5f c2 db
-c3 58 c3 d4 c4 51 c4 ce c5 4b c5 c8 c6 46 c6 c3
-c7 41 c7 bf c8 3d c8 bc c9 3a c9 b9 ca 38 ca b7
-cb 36 cb b6 cc 35 cc b5 cd 35 cd b5 ce 36 ce b6
-cf 37 cf b8 d0 39 d0 ba d1 3c d1 be d2 3f d2 c1
-d3 44 d3 c6 d4 49 d4 cb d5 4e d5 d1 d6 55 d6 d8
-d7 5c d7 e0 d8 64 d8 e8 d9 6c d9 f1 da 76 da fb
-db 80 dc 05 dc 8a dd 10 dd 96 de 1c de a2 df 29
-df af e0 36 e0 bd e1 44 e1 cc e2 53 e2 db e3 63
-e3 eb e4 73 e4 fc e5 84 e6 0d e6 96 e7 1f e7 a9
-e8 32 e8 bc e9 46 e9 d0 ea 5b ea e5 eb 70 eb fb
-ec 86 ed 11 ed 9c ee 28 ee b4 ef 40 ef cc f0 58
-f0 e5 f1 72 f1 ff f2 8c f3 19 f3 a7 f4 34 f4 c2
-f5 50 f5 de f6 6d f6 fb f7 8a f8 19 f8 a8 f9 38
-f9 c7 fa 57 fa e7 fb 77 fc 07 fc 98 fd 29 fd ba
-fe 4b fe dc ff 6d ff ff >
-endstream
-endobj
-10 0 obj
-<<
-/Type /Encoding
-/BaseEncoding /WinAnsiEncoding
-/Differences [ 45/minus 96/quoteleft
-144/dotlessi /grave /acute /circumflex /tilde /macron /breve /dotaccent
-/dieresis /.notdef /ring /cedilla /.notdef /hungarumlaut /ogonek /caron /space]
->>
-endobj
-11 0 obj
-<<
-/Type /Font
-/Subtype /Type1
-/Name /F1
-/BaseFont /ZapfDingbats
->>
-endobj
-12 0 obj <<
-/Type /Font
-/Subtype /Type1
-/Name /F2
-/BaseFont /Helvetica
-/Encoding 10 0 R
->> endobj
 13 0 obj <<
 /Type /Font
 /Subtype /Type1

doc/clin-2012/plots.R

     ylab="K", type='b', lwd=2, col="blue", log="y")
 par(new=T)
 plot(alpha, K.active/K, ylab="", xlab="", axes=F, type='b', col="red")
-axis(4, pretty(c(0, 1)))
-legend("bottomright",legend=c(expression(K),expression(K/K[test])),
+axis(4, pretty(c(0.01, 1)))
+legend("bottomright",legend=c(expression(K),expression(K[test]/K)),
        fill=c("blue","red"),cex=1.2,bg="white")
 dev.off()
 

doc/clin-2012/slides.tex

      \item[\tick] No need to optimize them separately
      \item[\cross] Lack of flexibility
      \end{itemize}
-   \item If we force parameterization
+   \item If we force parametrization
      \begin{itemize}
      \item Is the algorithm well-behaved?
-     \item Can we smoothly control the tradeoff?
+     \item Can we smoothly control the trade-off?
      \end{itemize}
    \end{itemize}
 \end{frame}
    \item Values of $\alpha$ slightly $>$ 0.5
      \begin{itemize}
      \item Give best MRR
-     \item Best ratio of $K/K_{\text{test}}$
+     \item Best ratio of $K_{\text{test}}/K$
      \end{itemize}
    \item Some degree of trade-off tuning possible $\alpha$
    \item Parameterless $\Delta$H close to optimal
  \end{frame}
 
 
+ \begin{frame}
+   \frametitle{Running word class LDA online}
+   \begin{itemize}
+   \item Common LDA inference algorithm: Batch collapsed Gibbs sampler 
+   \item Online extensions compared by Canini et al 2005 for topic modeling
+   \item Only one, oLDA, strictly online
+   \item oLDA did not work very well for inferring document topic 
+   \end{itemize}
+ \end{frame}
+
+ \begin{frame}
+   \frametitle{Word classes with online LDA}
+   \begin{itemize}
+   \item $d$ - word type
+   \item $w$ - context feature
+   \item $z$ - class 
+   \item { \color{gray} Replicate incoming sentence $j$ times }
+     \begin{itemize}
+
+     \item For each $w_i$ in the sentence, sample:
+       \begin{equation*}
+         P(z_i|\mathbf{z}_{i-1},\mathbf{w}_i) \propto 
+         \frac{(n_{z,d} + \alpha) \times (n_{z,w} + \beta)}{n_{z,\bullet} + V\beta}
+       \end{equation*}
+       and update the counts.
+     \end{itemize}
+   \end{itemize}
+ \end{frame}
+
+
+ \begin{frame}
+   \frametitle{Online LDA for word classes} 
+   \begin{itemize}
+   \item oLDA did not work for inferring topics
+   \item Key difference: word types $d$ recur
+     \pause
+     \begin{block}{}
+       \begin{itemize}
+       \item Classes for common word types
+         will be {\bf frequently  resampled}
+       \item {\bf Without any special arrangements}
+       \end{itemize}
+     \end{block}
+
+   \end{itemize}
+ \end{frame}
+
 \begin{frame}
   \begin{center}
     \large Thank you