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oj! Algorithms - ojAlgo - is Open Source Java code that has to do with mathematics, linear algebra and optimisation.

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/*
 * Copyright 1997-2025 Optimatika
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */
package org.ojalgo.algebra;

/**
 * 

* A vector space is a set of objects called vectors, where a vector is a tuple of fields/scalars/numbers. * Each vector space has two operations: vector addition and scalar multiplication. Eight axioms must be * satisfied. The first four are the group axioms of the additive group of vectors. The remaining four relates * to scalar multiplication, and are: *

*
    *
  • Compatibility of scalar multiplication with field multiplication: a(bV) = (ab)V
  • *
  • Identity element of scalar multiplication: 1V = V, where 1 denotes the multiplicative identity of the * field.
  • *
  • Distributivity of scalar multiplication with respect to vector addition: a(U + V) = aU + aV
  • *
  • Distributivity of scalar multiplication with respect to field addition: (a + b)V = aV + bV
  • *
*

* To enable the use of existing Java classes as scalars this interface declares the scalar type to be a * subclass of {@linkplain Comparable} (think {@linkplain Number}) rather than an implementation of * {@linkplain Field}. *

*

* Any field is also a vector space in itself. *

* * @param The vector type * @param The scalar type * @author apete * @see Group.Additive * @see Field * @see Vector space * @see Examples of vector spaces */ public interface VectorSpace> extends Group.Additive, ScalarOperation.Multiplication { /** *

* This method will (most likely) be moved to some other interface in the future! Just have to figure * out where it fits... *

*

* The conjugate transpose of a matrix and/or the conjugate of a scalar/field like ComplexNumber or * Quaternion. *

*

* The conjugate transpose of a real matrix is simply its transpose. *

*/ T conjugate(); }




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