Method for estimating a used vehicle's market value
First Claim
1. A computer-implemented method for estimating market value of a used vehicle, the method comprising:
- A) electronically receiving data from a nearest neighbor database consisting of a number K of used vehicle nearest neighbor records, each used vehicle nearest neighbor record comprising resale information and a plurality of used vehicle features, at least one target used vehicle record comprised of a plurality of used vehicle features, at least one constraint for determining a neighbor relationship between a pair of used vehicles, and a neighborhood distance function for determining a distance between a pair of used vehicles, the number K is iteratively selected for estimation accuracy based on a historical database of N used vehicle records; and
B) electronically determining an estimated value for the at least one target used vehicle based on the data from the nearest neighbor database, the at least one target used vehicle record, the at least one constraint, and the neighborhood distance function,wherein the estimated value of the at least one target used vehicle is relied upon by individuals to at least price used vehicles for resale.
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Accused Products
Abstract
A method for estimating a used vehicle'"'"'s market value is disclosed. The method searches for a set of comparable vehicles in an existing historical database of used vehicles. Estimations of the used vehicles are established based on each comparable vehicle (neighbor) in the set of comparable vehicles by adjusting their resale value in accordance with the individual differences found between the neighbor(s) and the used vehicle whose market value is to be estimated/predicted (the target vehicle). Finally, a distance-weighted average of all such estimations is calculated to arrive at a market value estimation for the target vehicle.
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Citations
18 Claims
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1. A computer-implemented method for estimating market value of a used vehicle, the method comprising:
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A) electronically receiving data from a nearest neighbor database consisting of a number K of used vehicle nearest neighbor records, each used vehicle nearest neighbor record comprising resale information and a plurality of used vehicle features, at least one target used vehicle record comprised of a plurality of used vehicle features, at least one constraint for determining a neighbor relationship between a pair of used vehicles, and a neighborhood distance function for determining a distance between a pair of used vehicles, the number K is iteratively selected for estimation accuracy based on a historical database of N used vehicle records; and B) electronically determining an estimated value for the at least one target used vehicle based on the data from the nearest neighbor database, the at least one target used vehicle record, the at least one constraint, and the neighborhood distance function, wherein the estimated value of the at least one target used vehicle is relied upon by individuals to at least price used vehicles for resale. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8)
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9. A computer-implemented method for estimating market value of a used vehicle, the method comprising:
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A) electronically receiving data from a nearest neighbor database consisting of a number K of used vehicle nearest neighbor records, each used vehicle nearest neighbor record comprising resale information and a plurality of used vehicle features, at least one target used vehicle record comprised of a plurality of used vehicle features, at least one constraint for determining a neighbor relationship between a pair of used vehicles, and a neighborhood distance function for determining a distance between a pair of used vehicles, the number K is iteratively selected for estimation accuracy based on a historical database of N used vehicle records; and B) electronically determining an estimated value for the at least one target used vehicle based on the data from the nearest neighbor database, the at least one target used vehicle record, the at least one constraint, and the neighborhood distance function, wherein the determining step includes the use of neural networks, and wherein the estimated value of the at least one target used vehicle is relied upon by individuals to at least price used vehicles for resale.
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10. A computer-implemented method for estimating market value of a used vehicle, the method comprising:
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A) electronically receiving data which includes; V1 comprised of a number N of v1, each v1 comprising resale information and f1, V2 comprised of at least one v2, each v2 comprised of f2, Const, Fd, K, and ErrorP; B) determining an ErrorK based on V1, Const, Fd, and K; and C) if ErrorK is less than about ErrorP, then C1) electronically determining an estimated value for each v2 in V2 based on V1, V2, Const, Fd, and K; C2) setting K to K plus 1 and ErrorP to ErrorK; and C3) looping to step B), wherein; V1 equals data from a historical database comprised of a number N of used vehicle records, v1 equals a used vehicle record in V1, f1 equals a plurality of vehicle features of v1, V2 equals a data set comprised of at least one target used vehicle record, v2 equals a target used vehicle record, f2 equals a plurality of vehicle features of v2, Const equals an at least one constraint for determining a neighbor relationship between a pair of used vehicles, Fd equals a neighborhood distance function for determining a distance between a pair of used vehicles, K equals a nearest neighbor value, ErrorP equals a previous estimation error, and ErrorK equals a used vehicle market error, wherein the estimated value of each v2 in V2 is relied upon by individuals to at least price used vehicles for resale. - View Dependent Claims (11, 12, 13, 14, 15, 16, 17, 18)
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Specification