A Hybrid Method to Solve Data Sparsity in Travel Recommendation Agents Using Fuzzy Logic Approach

Table 4

Users’ rating information for overall and criteria ratings.

		Overall rating
		Very low (1)	Low (2)	Moderate (3)	High (4)	Very high (5)
Rooms	Very low (1)	294	763	2231	1188	97
	Low (2)	12	478	2202	1534	172
	Moderate (3)	4	326	1860	1873	290
	High (4)	1	190	1547	2216	636
	Very high (5)	0	103	1291	2275	923
Value	Very low (1)	285	754	2280	1269	103
	Low (2)	15	485	2178	1572	178
	Moderate (3)	9	322	1866	1826	310
	High (4)	2	192	1567	2176	618
	Very high (5)	0	107	1240	2243	909
Location	Very low (1)	290	679	2232	1182	87
	Low (2)	13	537	2143	1541	164
	Moderate (3)	5	328	1852	1814	278
	High (4)	3	221	1563	2280	603
	Very high (5)	0	95	1341	2269	986
Service	Very low (1)	295	720	2303	1280	96
	Low (2)	14	517	2109	1518	183
	Moderate (3)	2	310	1845	1916	294
	High (4)	0	192	1605	2188	629
	Very high (5)	0	121	1269	2184	916
Cleanliness	Very low (1)	293	751	2258	1232	99
	Low (2)	13	495	2119	1537	173
	Moderate (3)	3	339	1941	1900	265
	High (4)	2	173	1556	2205	631
	Very high (5)	0	102	1257	2212	950
Sleep quality	Very low (1)	291	676	2245	1300	106
	Low (2)	9	525	2130	1487	173
	Moderate (3)	10	341	1937	1851	269
	High (4)	1	201	1519	2208	637
	Very high (5)	0	117	1300	2240	933