medical - Cometa

medical

mldr.datasets::get.mldr("medical")

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Full dataset

MULAN/MEKA (.arff) MULAN (.xml) LibSVM KEEL mldr

Partitions: select your desired partitioning strategy, validation and format

	Random	Stratified	Iterative stratified
Hold out	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
2x5-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
10-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr

Summary

Instances	978
Attributes	1494
Inputs	1449
Labels	45
Labelsets	94
Single labelsets	33
Max frequency	155
Cardinality	1.2454
Density	0.0277
Mean IR	89.5014
SCUMBLE	0.0471
TCS	15.6286

Citation

Crammer, K.; Dredze, M.; Ganchev, K.; Talukdar, P. P.; Carroll, S. (2007). Automatic Code Assignment to Medical Text. In Proc. Workshop on Biological, Translational, and Clinical Language Processing, Prague, Czech Republic, BioNLP07, 129--136.

@inproceedings{,
  title = "Automatic Code Assignment to Medical Text",
  author = "Crammer, K. and Dredze, M. and Ganchev, K. and Talukdar, P. P. and Carroll, S.",
  booktitle = "Proc. Workshop on Biological, Translational, and Clinical Language Processing,  Prague, Czech Republic, BioNLP07",
  year = "2007",
  pages = "129--136"
}

Concurrence plot

In this concurrence plot, sectors represent labels and links between them depict label co-occurrences. SCUMBLE is a measure designed to assess the concurrence among imbalanced labels.

Attributes

all attributes labels

binary - binary / binary 0 binary 00 binary 04 binary 0; binary 0cm binary 1 binary 1-1/2 binary 1-1/2-year binary 1-month binary 1-year binary 1-year-1-month binary 1-year-4-month binary 1-year-5-month binary 1/2 binary 1/2/01 binary 10 binary 10-month binary 10-year binary 10-year-9-month binary 101 binary 102 binary 103 binary 104 binary 105 binary 11 binary 11-1/2-year binary 11-month binary 11-month-16-day binary 11-year binary 11-year-5-month binary 12 binary 12-day binary 12-month binary 12-year binary 12-year-7-month binary 13 binary 13-1/2-year binary 13-day binary 13-month binary 13-year binary 134 binary 14 binary 14-day binary 14-year binary 15-month binary 15-year binary 15-year-6-month binary 16 binary 16-month binary 16-year binary 17-day binary 17-year binary 18 binary 18-month binary 18-year binary 19-month binary 19-year binary 2 binary 2-1/2-year binary 2-3 binary 2-month binary 2-year binary 2-year-3-month binary 2-year-4-month binary 2-year-9-month binary 20-day binary 20-year binary 2001 binary 21 binary 21-day binary 21-month binary 21-year binary 22 binary 22-day binary 27 binary 28 binary 2; binary 2nd binary 3 binary 3-4 binary 3-month binary 3-year binary 3-year-10-month binary 3-year-5-month binary 38 binary 3mm binary 3rd binary 4 binary 4-1/2-year binary 4-month binary 4-year binary 4-year-11-month binary 4-year-3-month binary 4-year-4-month binary 4-year-8-month binary 5 binary 5-1/2-year binary 5-6 binary 5-month binary 5-month-19-day binary 5-year binary 591 binary 5th binary 6 binary 6-month binary 6-month-6-day binary 6-year binary 6-year-11-month binary 6-year-4-month binary 7 binary 7-1/2-year binary 7-month binary 7-year binary 7-year-4-month binary 8 binary 8-month binary 8-month-13-day binary 8-year binary 8-year-2-month binary 8-year-9-month binary 85-month binary 9 binary 9-day binary 9-month binary 9-month-24-day binary 9-month-30-day binary 9-year binary 9-year-1-month binary 90s binary 90th binary 9; binary abdomen binary abdominal binary abnormal binary abnormalities binary abnormality binary abscess binary absent binary accidents binary account binary accounts binary acquired binary active binary activity binary acute binary addition binary additional binary adenoids binary adenopathy binary adherent binary administration binary admitted binary adopted binary adults binary aerated binary aeration binary afebrile binary afternoon binary age binary ago binary air binary airspace binary airway binary airways binary aldrich binary allergies binary allowing binary alternatively binary amenable binary amount binary amplatzer binary and/or binary anechoic binary angles binary angulation binary anniversary binary annual binary anomalies binary anomaly binary anterior binary anteriorly binary antibiotic binary antibiotics binary antibody binary antrum binary anuresis binary aorta binary aortic binary ap binary apparent binary apparently binary appearance binary appeared binary appearing binary appears binary appetite binary appreciated binary approximately

(1294 more attributes)

Class-0-593_70 SCUMBLE 0.0372 Class-1-079_99 SCUMBLE 0 Class-2-786_09 SCUMBLE 0.5266 Class-3-759_89 SCUMBLE 0.7051 Class-4-753_0 SCUMBLE 0.0836 Class-5-786_2 SCUMBLE 0 Class-6-V72_5 SCUMBLE 0 Class-7-511_9 SCUMBLE 0.3693 Class-8-596_8 SCUMBLE 0.7643 Class-9-599_0 SCUMBLE 0.0252 Class-10-518_0 SCUMBLE 0.0397 Class-11-593_5 SCUMBLE 0.3511 Class-12-V13_09 SCUMBLE 0.16 Class-13-791_0 SCUMBLE 0.5478 Class-14-789_00 SCUMBLE 0 Class-15-593_1 SCUMBLE 0.7266 Class-16-462 SCUMBLE 0.7369 Class-17-592_0 SCUMBLE 0.0528 Class-18-786_59 SCUMBLE 0 Class-19-785_6 SCUMBLE 0.0182 Class-20-V67_09 SCUMBLE 0.8778 Class-21-795_5 SCUMBLE 0.0309 Class-22-789_09 SCUMBLE 0.1966 Class-23-786_50 SCUMBLE 0.0167 Class-24-596_54 SCUMBLE 0.038 Class-25-787_03 SCUMBLE 0.8085 Class-26-V42_0 SCUMBLE 0.8778 Class-27-786_05 SCUMBLE 0.77 Class-28-753_21 SCUMBLE 0.5717 Class-29-783_0 SCUMBLE 0.8778 Class-30-277_00 SCUMBLE 0 Class-31-780_6 SCUMBLE 0.0198 Class-32-486 SCUMBLE 0.0945 Class-33-788_41 SCUMBLE 0.6713 Class-34-V13_02 SCUMBLE 0.1441 Class-35-493_90 SCUMBLE 0.022 Class-36-788_30 SCUMBLE 0.051 Class-37-753_3 SCUMBLE 0.1505 Class-38-593_89 SCUMBLE 0.0096 Class-39-758_6 SCUMBLE 0.112 Class-40-741_90 SCUMBLE 0.5294 Class-41-591 SCUMBLE 0.0791 Class-42-599_7 SCUMBLE 0.8778 Class-43-279_12 SCUMBLE 0.0818 Class-44-786_07 SCUMBLE 0.1198

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