Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Secrets & Lies (1996) 13,417,292
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Citizen Kane (1941) 1,640,769
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132 Monty Python and the Holy Grail (1974) 1,821,082
Secrets & Lies (1996) 13,417,292 Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248 Secrets & Lies (1996) 13,417,292 Casablanca (1942) 5,806,467
Amadeus (1984) 23,401,401 Silence of the Lambs, The (1991) 137,332,208 It's a Wonderful Life (1946) 3,548,018
Postino, Il (1994) 20,681,301 Postino, Il (1994) 20,681,301 Safe (1995) 512,245
Citizen Kane (1941) 1,640,769 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Rear Window (1954) 6,759,601 Full Monty, The (1997) 45,857,453 Richard III (1995) 2,600,000
Average 126,028,413 Average 166,716,822 Average 14,305,467

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Koyaanisqatsi (1983) 1,723,872
Kim (1950) 3,000,000
Raise the Red Lantern (1991) 2,603,061
Big Night (1996) 11,881,039
Sense and Sensibility (1995) 62,493,774
Piano, The (1993) 40,158,000
Paris Is Burning (1990) 3,779,620
Six Degrees of Separation (1993) 6,410,676
Apollo 13 (1995) 94,378,651
Roman Holiday (1953) 8,000,000
Eat Drink Man Woman (1994) 7,294,403
Wild Reeds (1994) 917,915
Henry V (1989) 10,161,099
Cinema Paradiso (1988) 392,045
Shawshank Redemption, The (1994) 28,341,469
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
All About Eve (1950) 4,210,177
French Twist (Gazon maudit) (1995) 1,400,000
Farewell My Concubine (1993) 5,216,888
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Ruby in Paradise (1993) 1,001,437
Night on Earth (1991) 2,015,810
Enchanted April (1991) 13,200,170
Beautiful Thing (1996) 1,449,934
Jean de Florette (1986) 4,940,939
Paris, Texas (1984) 2,164,507
Bitter Sugar (Azucar Amargo) (1996) 388,730
Strawberry and Chocolate (Fresa y chocolate) (1993) 2,080,805
Diva (1981) 108,372
Muriel's Wedding (1994) 15,185,594
Strictly Ballroom (1992) 11,738,022
Red Firecracker, Green Firecracker (1994) 272,232
Mediterraneo (1991) 4,532,791
Remains of the Day, The (1993) 22,954,968
Cat on a Hot Tin Roof (1958) 26,355,486
Much Ado About Nothing (1993) 22,551,000
African Queen, The (1951) 4,300,000
House of the Spirits, The (1993) 6,265,311
Passion Fish (1992) 5,414,619
Streetcar Named Desire, A (1951) 4,414,474
Fried Green Tomatoes (1991) 117,503,000
Blade Runner (1982) 1,445,283
Average 13,716,389
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