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拉格朗日插值是一种经典的多项式插值方法,广泛应用于数据拟合等领域。本文将详细介绍Objective-C语言中如何实现拉格朗日插值算法,并提供完整的代码示例。拉格朗日插值算法概述
给定一组点 ((x_0, y_0), (x_1, y_1), ..., (x_n, y_n)),拉格朗日插值多项式P(x)可以表示为:
P(x) = ∑_{i=0}^{n} y_i L_i(x)其中,L_i(x)为拉格朗日基函数,定义为:L_i(x) = ∏_{j=0, j≠i}^{n} (x - x_j)/(x_i - x_j)Objective-C实现
以下是拉格朗日插值算法在Objective-C中的完整实现代码:
#import <Foundation/Foundation.h>
@interface LagrangeInterpolation : NSObject
@property (nonatomic, strong) NSArray *points;@property (nonatomic, strong) NSArray *xValues;@property (nonatomic, strong) NSArray *yValues;
@end
#import <Foundation/Foundation.h>
@interface LagrangeInterpolation : NSObject
@property (nonatomic, strong) NSArray *points;@property (nonatomic, strong) NSArray *xValues;@property (nonatomic, strong) NSArray *yValues;
@end
@implementation LagrangeInterpolation
(id)initWithPoints:(NSArray *)points {self = [super init];self.points = points;[self prepareData];return self;}
(double)interpolate:(double)xValue {double result = 0.0;for (int i = 0; i < [self.yValues count]; i++) {double yi = [self.yValues[i] doubleValue];double Li = [self computeLagrangeBase(i, xValue)];result += yi * Li;}return result;}
(double)computeLagrangeBase:(int)i x:(double)xValue {double x_i = [self.xValues[i] doubleValue];double denominator = 1.0;for (int j = 0; j < [self.xValues count]; j++) {if (j != i) {double x_j = [self.xValues[j] doubleValue];denominator *= (xValue - x_j);denominator /= (x_i - x_j);}}return denominator;}
(void) prepareData {self.xValues = [self.points mapUsingBlock:^double(_id points) {return [points[x] doubleValue];}];self.yValues = [self.points mapUsingBlock:^double(_id points) {return [points[1] doubleValue];}];}
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