Research Article

NMFBFS: A NMF-Based Feature Selection Method in Identifying Pivotal Clinical Symptoms of Hepatocellular Carcinoma

Table 3

The NMF-derived participation of the symptoms to each corresponding basis component.

Basis componentsNumber of symptomsThe names of symptoms

Basis 116Varicose veins []; yellow complexion []; yellow skin and eye []; stomach pain []; dry stool []; feeling thirsty []; hot flash [];
doing belly full bilge []; fullness in stomach []; block under the rib []; chills []; fever []; spider telangiectasia in liver palm [];
ascites []; yellow greasiness []; anorexia []

Basis 217Nausea []; pulse slip []; petechial and ecchymosis tongue [];
white slip []; chest distress []; semiliquid stool []; weak pulse [];
night sweat []; dirty mouth []; red tongue []; thready pulse [];
sticky greasy coating []; purple tongue []; stringy pulse []; pale white lip []; large and teeth-printed tongue []; gloomy complexion []

Basis 316Tinnitus []; dizziness []; pain in shoulder and back []; chest pain []; distending pain in hypochondrium []; bitter taste []; insomnia []; 
appearance with stained yellow []; yellow urine []; hiccup []; soreness and weakness of waist and knees []; dry throat [];
feverishness in palms and soles []; spontaneous perspiration []; 
night urination much []; physically and mentally fatigued []