Handling the Problem of Unbalanced Data Sets in the Classification of Technical Equipment States

Questions of handling unbalanced data considered in this article. As models for classification, PNN and MLP are used. Problem of estimation of model performance in case of unbalanced training set is solved. Several methods (clustering approach and boosting approach) considered as useful to deal with the problem of input data.

Fluid handling equipment : a compilation /

At head of title: Technology utilization.

How fresh fruit and vegetable distributors can get more out of their materials-handling equipment.

Cover-title.

Rules and regulations relating to the handling of anhydrous ammonia and low pressure nitrogen solutions, equipment containers and storage facilities /

Cover title.

Petroleum handling equipment and operation.

Cover title.

Transportability guidance : tube-launched, optically-tracked, wire-guided, heavy antitank/assault weapon system (TOW) : guided missile, surface attack, BGM-71-A (in shipping container) (FSN 1410-087-1521), launcher, tubular, guided missile, M220 (FSN 1440-179-4152), carrier, guided missile equipment ... truck ... training set ... shop equipment ... contact support ....

"September 1973."

Operator and organizational maintenance manual, including repair parts and special tools lists : voice-frequency telegraph equipment as used in radio terminal sets AN/TRC-90, AN/TRC-90A, AN/TRC-90B, AN/TRC-129, and AN/TRC-129A.

"August 1968."

Equipment improvement report and maintenance summary for TARCOM equipment : tank-automotive, commercial, construction, and material handling equipment (MHE).

"1 June 1977."

Operator and organizational maintenance manual for guided missile system, surface attack M47; training equipment consisting of, monitoring set, guided missile system, training, AN/TSQ-T1; trainer handling, GM launcher, M57; trainer, launch effects, guided missile M54; transmitting set, infrared, M89E1 (Dragon medium antitank/assault weapon system).

"September 1979."

Operator, organizational, DS, and GS maintenance manual : handling equipment and mounting kits (Pershing 1a Field Artillery Missile System).

Includes index.

Organizational maintenance repair parts and special tools list for loader-transporter, guided missile, M688A1 1450-01-133-4439 handling unit, guided missile equipment M39 1450-01-132-7715 hoisting unit, tripod M38 1450-00-937-0893 sling, beam type M22 1450-00-937-0894, Lance Field Artillery Missile System.

Includes index.