@stdlib/stats
Version:
Standard library statistical functions.
144 lines (119 loc) • 2.85 kB
TypeScript
/*
* @license Apache-2.0
*
* Copyright (c) 2021 The Stdlib Authors.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
// TypeScript Version: 4.1
/// <reference types="@stdlib/types"/>
import { NumericArray } from '@stdlib/types/array';
/**
* Interface defining function options.
*/
interface Options {
/**
* Significance level (default: 0.05).
*/
alpha?: number;
/**
* Alternative hypothesis (`two-sided`, `less`, or `greater`; default: 'two-sided').
*/
alternative?: 'two-sided' | 'less' | 'greater';
/**
* Difference in means under H0 (default: 0).
*/
difference?: number;
/**
* Whether variances are `equal` or `unequal` under H0 (default: 'unequal').
*/
variance?: 'equal' | 'unequal';
}
/**
* Test result object.
*/
interface Results {
/**
* Used significance level.
*/
alpha: number;
/**
* Test decision.
*/
rejected: boolean;
/**
* p-value of the test.
*/
pValue: number;
/**
* Value of test statistic.
*/
statistic: number;
/**
* 1-alpha confidence interval for mean.
*/
ci: Array<number>;
/**
* Assumed difference in means under H0.
*/
nullValue: number;
/**
* Sample mean of `x`.
*/
xmean: number;
/**
* Sample mean of `y`.
*/
ymean: number;
/**
* Alternative hypothesis (`two-sided`, `less` or `greater`).
*/
alternative: string;
/**
* Degrees of freedom.
*/
df: number;
/**
* Name of test.
*/
method: string;
/**
* Function to print formatted output.
*/
print: Function;
}
/**
* Computes a two-sample Student's t test.
*
* @param x - first data array
* @param y - second data array
* @param options - function options
* @param options.alpha - significance level (default: 0.05)
* @param options.alternative - alternative hypothesis (`two-sided`, `less` or `greater`; default: 'two-sided')
* @param options.difference - difference in means under H0 (default: 0)
* @param options.variance - whether variances are `equal` or `unequal` under H0 (default: 'unequal')
* @throws must provide valid options
* @returns test result object
*
* @example
* var incrspace = require( '@stdlib/array/base/incrspace' );
*
* var a = incrspace( 1, 11, 1 );
* var b = incrspace( 7, 21, 1 );
*
* var out = ttest2( a, b );
* var table = out.print();
*/
declare function ttest2( x: NumericArray, y: NumericArray, options?: Options ): Results;
// EXPORTS //
export = ttest2;