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Newton's method
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===Oscillatory behavior=== [[Image:NewtonsMethodConvergenceFailure.svg|thumb|upright=1.4|The tangent lines of {{math|{{var|x}}{{sup|3}} β 2{{var|x}} + 2}} at 0 and 1 intersect the {{mvar|x}}-axis at 1 and 0 respectively, illustrating why Newton's method oscillates between these values for some starting points.]] It is easy to find situations for which Newton's method oscillates endlessly between two distinct values. For example, for Newton's method as applied to a function {{mvar|f}} to oscillate between 0 and 1, it is only necessary that the tangent line to {{mvar|f}} at 0 intersects the {{mvar|x}}-axis at 1 and that the tangent line to {{mvar|f}} at 1 intersects the {{mvar|x}}-axis at 0.<ref name="judd" /> This is the case, for example, if {{math|''f''(''x'') {{=}} ''x''<sup>3</sup> β 2''x'' + 2}}. For this function, it is even the case that Newton's iteration as initialized sufficiently close to 0 or 1 will ''asymptotically'' oscillate between these values. For example, Newton's method as initialized at 0.99 yields iterates 0.99, β0.06317, 1.00628, 0.03651, 1.00196, 0.01162, 1.00020, 0.00120, 1.000002, and so on. This behavior is present despite the presence of a root of {{mvar|f}} approximately equal to β1.76929.
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